{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import sys\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "from mpl_toolkits.axisartist.parasite_axes import HostAxes, ParasiteAxes"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [],
   "source": [
    "movie = pd.read_excel('2011年至2019年全国电影票房日榜单7w.xlsx',sheet_name='2017+',engine='openpyxl')\n",
    "no_online = movie.drop('网售占比',axis=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 1、查看基本信息"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 25484 entries, 0 to 25483\n",
      "Data columns (total 20 columns):\n",
      " #   Column    Non-Null Count  Dtype  \n",
      "---  ------    --------------  -----  \n",
      " 0   日期        25484 non-null  int64  \n",
      " 1   上座率       25484 non-null  object \n",
      " 2   场均人次      25484 non-null  int64  \n",
      " 3   综合票价      25484 non-null  float64\n",
      " 4   综合票房（万元）  25484 non-null  float64\n",
      " 5   综合票房占比    25484 non-null  object \n",
      " 6   电影片名      25484 non-null  object \n",
      " 7   网售占比      25484 non-null  object \n",
      " 8   大盘退票人次    25484 non-null  object \n",
      " 9   大盘退票率     25484 non-null  object \n",
      " 10  上映天数信息    25484 non-null  object \n",
      " 11  排座占比      25484 non-null  object \n",
      " 12  场次        25484 non-null  int64  \n",
      " 13  排片占比      25484 non-null  object \n",
      " 14  分帐票价      25484 non-null  float64\n",
      " 15  分帐票房（万元）  25484 non-null  float64\n",
      " 16  分账票房占比    25484 non-null  object \n",
      " 17  累计分账票房    25484 non-null  object \n",
      " 18  累计综合票房    25484 non-null  object \n",
      " 19  人次        25484 non-null  object \n",
      "dtypes: float64(4), int64(3), object(13)\n",
      "memory usage: 3.9+ MB\n"
     ]
    }
   ],
   "source": [
    "movie.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "#由于网售占比大多数为空，故去除网售占比\n",
    "no_online = movie.drop(columns='网售占比')"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 2、上映天数对当天票房、上座率等数据的影响"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.1、去除点映（个别影院上映）；剔除展映（电影展等活动）；零点场、首映、上映首日记为上映1天；\n",
    "### 日期数据表示上映时间过久，统一记为100天；剔除上映时间信息中的汉字；按每日总票房进行分析"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\孙繁\\AppData\\Local\\Programs\\Python\\Python37\\lib\\site-packages\\ipykernel_launcher.py:1: FutureWarning: The default value of regex will change from True to False in a future version.\n",
      "  \"\"\"Entry point for launching an IPython kernel.\n"
     ]
    }
   ],
   "source": [
    "movies_day_length = no_online['上映天数信息'].str.replace(r'零点场|首映|上映首日','上映1天')\n",
    "\n",
    "#以字符串长度判断哪些上映天数是日期格式，哪些是‘上映xx天’格式，日期格式表示上映时间过久，统一设为上映100天，将这些行标存在列表中\n",
    "movie_too_old = no_online[movies_day_length.str.len() > 6]\n",
    "too_old_index = movie_too_old.index\n",
    "\n",
    "#检索点映和展映的行标，存入列表\n",
    "movie_too_spesial = no_online[no_online['上映天数信息'].str.match('点映|展映|重映*')]\n",
    "too_special_index = movie_too_spesial.index"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\孙繁\\AppData\\Local\\Programs\\Python\\Python37\\lib\\site-packages\\ipykernel_launcher.py:7: FutureWarning: The default value of regex will change from True to False in a future version.\n",
      "  import sys\n",
      "C:\\Users\\孙繁\\AppData\\Local\\Programs\\Python\\Python37\\lib\\site-packages\\ipykernel_launcher.py:8: FutureWarning: The default value of regex will change from True to False in a future version.\n",
      "  \n"
     ]
    }
   ],
   "source": [
    "#剔除点映、展映\n",
    "offline_intime = no_online.drop(too_special_index)\n",
    "#设置日期格式为100天，统一下格式看着顺眼\n",
    "offline_intime.loc[too_old_index, ('上映天数信息')]='上映100天'\n",
    "\n",
    "#剔除上映天数信息中的文字，只留下数字代表上映了多少天，传给一个新的series，对该series进行整理\n",
    "pure_time = offline_intime['上映天数信息'].str.replace(r'零点场|首映|上映首日','上映1天')\n",
    "pure_time = pure_time.str.replace('上映|天','')\n",
    "pure_time = pure_time.str.replace('101','100')#将唯一一个上映101天的归入100天中\n",
    "\n",
    "#利用这个series将纯数字的上映天数作为新列添加到总df中\n",
    "offline_intime['上映天数'] = pure_time\n",
    "#删除原来的上映天数信息\n",
    "\n",
    "offline_intime = offline_intime.drop(['上映天数信息'],axis=1)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.2、计算不同上映天数的票房平均值"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\孙繁\\AppData\\Local\\Programs\\Python\\Python37\\lib\\site-packages\\ipykernel_launcher.py:5: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  \"\"\"\n"
     ]
    },
    {
     "data": {
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      "text/plain": [
       "<Figure size 2016x720 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "pd.set_option('float_format', lambda x: '%.3f' % x)#关闭科学计数法\n",
    "day_avgbox = offline_intime[['上映天数','综合票房（万元）']]\n",
    "day_avgbox1 = pd.DataFrame(day_avgbox['上映天数'],dtype='int64')\n",
    "day_avgbox.drop('上映天数',axis=1)\n",
    "day_avgbox['上映天数']=day_avgbox1\n",
    "day_avgbox=day_avgbox.groupby(by='上映天数',as_index=False)['综合票房（万元）'].mean()#求均值\n",
    "x = list(day_avgbox['上映天数'])\n",
    "y = list(day_avgbox['综合票房（万元）'].round(2))\n",
    "plt.rcParams['font.sans-serif']=['SimHei']\n",
    "plt.figure(figsize=(28,10))\n",
    "plt.plot(x,y,c='#33969d',linewidth=2,marker=\"*\",markersize=10)\n",
    "plt.title('上映天数与日均票房',fontsize=24)\n",
    "plt.xlabel('上映天数/天',fontsize=18)\n",
    "plt.ylabel('票房/万元',fontsize=18)\n",
    "plt.xticks(range(0,101,2))\n",
    "for i,j,k in zip(x,y,range(1,8)):\n",
    "    plt.text(i,j,j,va='center',ha='center',rotation=15,fontsize=18,color='#60df54')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.3、上映天数对上座率的影响"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 20942 entries, 0 to 25480\n",
      "Data columns (total 2 columns):\n",
      " #   Column  Non-Null Count  Dtype  \n",
      "---  ------  --------------  -----  \n",
      " 0   上映天数    20942 non-null  float64\n",
      " 1   上座率     20942 non-null  float64\n",
      "dtypes: float64(2)\n",
      "memory usage: 490.8 KB\n"
     ]
    }
   ],
   "source": [
    "#剔除上映天数为空的数据\n",
    "day_attendence = offline_intime[['上映天数','上座率']]\n",
    "no_attendance = offline_intime[offline_intime['上座率'].str.match('-')].index\n",
    "day_attendence = day_attendence.drop(no_attendance)\n",
    "pure_attendence = day_attendence['上座率'].str.replace('%','')\n",
    "day_attendence = day_attendence.drop('上座率',axis=1)\n",
    "day_attendence['上座率'] = pure_attendence\n",
    "day_attendence = pd.DataFrame(day_attendence,dtype=float)\n",
    "day_attendence.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1872x648 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "#按上映天数分组\n",
    "day_attendence_g = day_attendence.groupby('上映天数',as_index=False).上座率.mean()\n",
    "x=day_attendence_g['上映天数']\n",
    "y=day_attendence_g['上座率']\n",
    "plt.figure(figsize=(26,9))\n",
    "plt.plot(x,y,c='#33969d',marker=\"o\",markersize=8)\n",
    "plt.xlabel('上映天数/天',fontsize=18)\n",
    "plt.ylabel('上座率/%',fontsize=18)\n",
    "plt.xticks(range(0,101,5))\n",
    "plt.yticks(range(0,101,10))\n",
    "plt.title('上映天数与上座率')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.4、上映天数对排片场次的影响"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1872x648 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "day_session =pd.DataFrame(offline_intime[['上映天数','场次']],dtype='int64')\n",
    "day_session_g = day_session.groupby('上映天数',as_index=False)['场次'].mean()\n",
    "x=list(day_session_g['上映天数'])\n",
    "y=list(day_session_g['场次'])\n",
    "plt.figure(figsize=(26,9))\n",
    "plt.plot(x,y,c='#33969d',marker=\"o\",markersize=8)\n",
    "plt.title('上映天数对日均场次的影响',fontsize=18)\n",
    "plt.xlabel('上映天数/天',fontsize=18)\n",
    "plt.ylabel('日均场次',fontsize=18)\n",
    "plt.xticks(range(0,101,5))\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>日期</th>\n",
       "      <th>上座率</th>\n",
       "      <th>场均人次</th>\n",
       "      <th>综合票价</th>\n",
       "      <th>综合票房（万元）</th>\n",
       "      <th>综合票房占比</th>\n",
       "      <th>电影片名</th>\n",
       "      <th>大盘退票人次</th>\n",
       "      <th>大盘退票率</th>\n",
       "      <th>排座占比</th>\n",
       "      <th>场次</th>\n",
       "      <th>排片占比</th>\n",
       "      <th>分帐票价</th>\n",
       "      <th>分帐票房（万元）</th>\n",
       "      <th>分账票房占比</th>\n",
       "      <th>累计分账票房</th>\n",
       "      <th>累计综合票房</th>\n",
       "      <th>人次</th>\n",
       "      <th>上映天数</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>20190831</td>\n",
       "      <td>10.8%</td>\n",
       "      <td>17</td>\n",
       "      <td>36.700</td>\n",
       "      <td>7525.250</td>\n",
       "      <td>43.3%</td>\n",
       "      <td>速度与激情：特别行动</td>\n",
       "      <td>0</td>\n",
       "      <td>&lt;0.1%</td>\n",
       "      <td>40.8%</td>\n",
       "      <td>120391</td>\n",
       "      <td>31.7%</td>\n",
       "      <td>33.900</td>\n",
       "      <td>6945.850</td>\n",
       "      <td>43.2%</td>\n",
       "      <td>10.29亿</td>\n",
       "      <td>11.15亿</td>\n",
       "      <td>204.6万</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>20190831</td>\n",
       "      <td>13.8%</td>\n",
       "      <td>17</td>\n",
       "      <td>33.300</td>\n",
       "      <td>4777.570</td>\n",
       "      <td>27.5%</td>\n",
       "      <td>哪吒之魔童降世</td>\n",
       "      <td>0</td>\n",
       "      <td>&lt;0.1%</td>\n",
       "      <td>22.5%</td>\n",
       "      <td>84282</td>\n",
       "      <td>22.2%</td>\n",
       "      <td>31.000</td>\n",
       "      <td>4448.910</td>\n",
       "      <td>27.6%</td>\n",
       "      <td>43.19亿</td>\n",
       "      <td>46.78亿</td>\n",
       "      <td>143.2万</td>\n",
       "      <td>37</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>20190831</td>\n",
       "      <td>14.4%</td>\n",
       "      <td>14</td>\n",
       "      <td>34.700</td>\n",
       "      <td>1342.100</td>\n",
       "      <td>7.7%</td>\n",
       "      <td>烈火英雄</td>\n",
       "      <td>0</td>\n",
       "      <td>&lt;0.1%</td>\n",
       "      <td>5.8%</td>\n",
       "      <td>27558</td>\n",
       "      <td>7.2%</td>\n",
       "      <td>32.100</td>\n",
       "      <td>1240.790</td>\n",
       "      <td>7.7%</td>\n",
       "      <td>15.08亿</td>\n",
       "      <td>16.29亿</td>\n",
       "      <td>38.5万</td>\n",
       "      <td>31</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>20190831</td>\n",
       "      <td>6.9%</td>\n",
       "      <td>7</td>\n",
       "      <td>36.000</td>\n",
       "      <td>1006.490</td>\n",
       "      <td>5.8%</td>\n",
       "      <td>铤而走险</td>\n",
       "      <td>0</td>\n",
       "      <td>&lt;0.1%</td>\n",
       "      <td>8.7%</td>\n",
       "      <td>39919</td>\n",
       "      <td>10.5%</td>\n",
       "      <td>33.300</td>\n",
       "      <td>932.550</td>\n",
       "      <td>5.8%</td>\n",
       "      <td>2132.4万</td>\n",
       "      <td>2294.9万</td>\n",
       "      <td>27.9万</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>20190831</td>\n",
       "      <td>5.1%</td>\n",
       "      <td>5</td>\n",
       "      <td>34.300</td>\n",
       "      <td>579.260</td>\n",
       "      <td>3.3%</td>\n",
       "      <td>深夜食堂</td>\n",
       "      <td>0</td>\n",
       "      <td>&lt;0.1%</td>\n",
       "      <td>7.1%</td>\n",
       "      <td>33776</td>\n",
       "      <td>8.9%</td>\n",
       "      <td>31.500</td>\n",
       "      <td>532.800</td>\n",
       "      <td>3.3%</td>\n",
       "      <td>1407.9万</td>\n",
       "      <td>1520.1万</td>\n",
       "      <td>16.8万</td>\n",
       "      <td>2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25478</th>\n",
       "      <td>20170901</td>\n",
       "      <td>4.4%</td>\n",
       "      <td>4</td>\n",
       "      <td>37.400</td>\n",
       "      <td>2.080</td>\n",
       "      <td>&lt;0.1%</td>\n",
       "      <td>鲛珠传</td>\n",
       "      <td>2</td>\n",
       "      <td>0.3%</td>\n",
       "      <td>&lt;0.1%</td>\n",
       "      <td>178</td>\n",
       "      <td>&lt;0.1%</td>\n",
       "      <td>34.300</td>\n",
       "      <td>1.910</td>\n",
       "      <td>&lt;0.1%</td>\n",
       "      <td>1.08亿</td>\n",
       "      <td>1.13亿</td>\n",
       "      <td>558</td>\n",
       "      <td>22</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25479</th>\n",
       "      <td>20170901</td>\n",
       "      <td>70.6%</td>\n",
       "      <td>104</td>\n",
       "      <td>30.000</td>\n",
       "      <td>1.550</td>\n",
       "      <td>&lt;0.1%</td>\n",
       "      <td>铁道飞虎</td>\n",
       "      <td>1</td>\n",
       "      <td>0.1%</td>\n",
       "      <td>&lt;0.1%</td>\n",
       "      <td>5</td>\n",
       "      <td>&lt;0.1%</td>\n",
       "      <td>30.000</td>\n",
       "      <td>1.550</td>\n",
       "      <td>&lt;0.1%</td>\n",
       "      <td>6.84亿</td>\n",
       "      <td>6.98亿</td>\n",
       "      <td>518</td>\n",
       "      <td>100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25480</th>\n",
       "      <td>20170901</td>\n",
       "      <td>3.5%</td>\n",
       "      <td>4</td>\n",
       "      <td>32.600</td>\n",
       "      <td>1.370</td>\n",
       "      <td>&lt;0.1%</td>\n",
       "      <td>大耳朵图图之美食狂想曲</td>\n",
       "      <td>5</td>\n",
       "      <td>1.1%</td>\n",
       "      <td>&lt;0.1%</td>\n",
       "      <td>121</td>\n",
       "      <td>&lt;0.1%</td>\n",
       "      <td>29.700</td>\n",
       "      <td>1.250</td>\n",
       "      <td>&lt;0.1%</td>\n",
       "      <td>3966.6万</td>\n",
       "      <td>4197.4万</td>\n",
       "      <td>420</td>\n",
       "      <td>36</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25481</th>\n",
       "      <td>20170901</td>\n",
       "      <td>--</td>\n",
       "      <td>51</td>\n",
       "      <td>57.300</td>\n",
       "      <td>1.150</td>\n",
       "      <td>&lt;0.1%</td>\n",
       "      <td>天若有情</td>\n",
       "      <td>0</td>\n",
       "      <td>&lt;0.1%</td>\n",
       "      <td>&lt;0.1%</td>\n",
       "      <td>4</td>\n",
       "      <td>&lt;0.1%</td>\n",
       "      <td>54.800</td>\n",
       "      <td>1.100</td>\n",
       "      <td>&lt;0.1%</td>\n",
       "      <td>21.4万</td>\n",
       "      <td>22.1万</td>\n",
       "      <td>201</td>\n",
       "      <td>100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25482</th>\n",
       "      <td>20170901</td>\n",
       "      <td>--</td>\n",
       "      <td>123</td>\n",
       "      <td>28.600</td>\n",
       "      <td>1.050</td>\n",
       "      <td>&lt;0.1%</td>\n",
       "      <td>阳光萌星社</td>\n",
       "      <td>0</td>\n",
       "      <td>&lt;0.1%</td>\n",
       "      <td>&lt;0.1%</td>\n",
       "      <td>3</td>\n",
       "      <td>&lt;0.1%</td>\n",
       "      <td>28.600</td>\n",
       "      <td>1.050</td>\n",
       "      <td>&lt;0.1%</td>\n",
       "      <td>84.7万</td>\n",
       "      <td>84.7万</td>\n",
       "      <td>369</td>\n",
       "      <td>55</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>23183 rows × 19 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "             日期    上座率  场均人次   综合票价  综合票房（万元） 综合票房占比         电影片名 大盘退票人次  \\\n",
       "0      20190831  10.8%    17 36.700  7525.250  43.3%   速度与激情：特别行动      0   \n",
       "1      20190831  13.8%    17 33.300  4777.570  27.5%      哪吒之魔童降世      0   \n",
       "2      20190831  14.4%    14 34.700  1342.100   7.7%         烈火英雄      0   \n",
       "3      20190831   6.9%     7 36.000  1006.490   5.8%         铤而走险      0   \n",
       "4      20190831   5.1%     5 34.300   579.260   3.3%         深夜食堂      0   \n",
       "...         ...    ...   ...    ...       ...    ...          ...    ...   \n",
       "25478  20170901   4.4%     4 37.400     2.080  <0.1%          鲛珠传      2   \n",
       "25479  20170901  70.6%   104 30.000     1.550  <0.1%         铁道飞虎      1   \n",
       "25480  20170901   3.5%     4 32.600     1.370  <0.1%  大耳朵图图之美食狂想曲      5   \n",
       "25481  20170901     --    51 57.300     1.150  <0.1%         天若有情      0   \n",
       "25482  20170901     --   123 28.600     1.050  <0.1%        阳光萌星社      0   \n",
       "\n",
       "       大盘退票率   排座占比      场次   排片占比   分帐票价  分帐票房（万元） 分账票房占比   累计分账票房   累计综合票房  \\\n",
       "0      <0.1%  40.8%  120391  31.7% 33.900  6945.850  43.2%   10.29亿   11.15亿   \n",
       "1      <0.1%  22.5%   84282  22.2% 31.000  4448.910  27.6%   43.19亿   46.78亿   \n",
       "2      <0.1%   5.8%   27558   7.2% 32.100  1240.790   7.7%   15.08亿   16.29亿   \n",
       "3      <0.1%   8.7%   39919  10.5% 33.300   932.550   5.8%  2132.4万  2294.9万   \n",
       "4      <0.1%   7.1%   33776   8.9% 31.500   532.800   3.3%  1407.9万  1520.1万   \n",
       "...      ...    ...     ...    ...    ...       ...    ...      ...      ...   \n",
       "25478   0.3%  <0.1%     178  <0.1% 34.300     1.910  <0.1%    1.08亿    1.13亿   \n",
       "25479   0.1%  <0.1%       5  <0.1% 30.000     1.550  <0.1%    6.84亿    6.98亿   \n",
       "25480   1.1%  <0.1%     121  <0.1% 29.700     1.250  <0.1%  3966.6万  4197.4万   \n",
       "25481  <0.1%  <0.1%       4  <0.1% 54.800     1.100  <0.1%    21.4万    22.1万   \n",
       "25482  <0.1%  <0.1%       3  <0.1% 28.600     1.050  <0.1%    84.7万    84.7万   \n",
       "\n",
       "           人次 上映天数  \n",
       "0      204.6万    9  \n",
       "1      143.2万   37  \n",
       "2       38.5万   31  \n",
       "3       27.9万    2  \n",
       "4       16.8万    2  \n",
       "...       ...  ...  \n",
       "25478     558   22  \n",
       "25479     518  100  \n",
       "25480     420   36  \n",
       "25481     201  100  \n",
       "25482     369   55  \n",
       "\n",
       "[23183 rows x 19 columns]"
      ]
     },
     "execution_count": 12,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "offline_intime"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3、各影片累计票房最值"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.1、对累计票房数据进行处理"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Done\n"
     ]
    }
   ],
   "source": [
    "#亿、万转换为以万元为单位的数字\n",
    "for i in range(0,25483):\n",
    "    try:\n",
    "        if offline_intime.iloc[i,16][-1] == '亿':\n",
    "            temp = str(float(offline_intime.iloc[i,16][:-1])*10000)\n",
    "            offline_intime.iloc[i,16] = temp\n",
    "        else:\n",
    "            temp = offline_intime.iloc[i,16][:-1]\n",
    "            offline_intime.iloc[i,16] = temp\n",
    "    except Exception:\n",
    "            print('Done')\n",
    "            break"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 23183 entries, 0 to 25482\n",
      "Data columns (total 2 columns):\n",
      " #   Column  Non-Null Count  Dtype \n",
      "---  ------  --------------  ----- \n",
      " 0   累计综合票房  23183 non-null  object\n",
      " 1   电影片名    23183 non-null  object\n",
      "dtypes: object(2)\n",
      "memory usage: 1.0+ MB\n"
     ]
    }
   ],
   "source": [
    "max_box = offline_intime[['累计综合票房','电影片名']]\n",
    "max_box.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\孙繁\\AppData\\Local\\Programs\\Python\\Python37\\lib\\site-packages\\ipykernel_launcher.py:3: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  This is separate from the ipykernel package so we can avoid doing imports until\n"
     ]
    },
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>电影片名</th>\n",
       "      <th>累计票房</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>速度与激情：特别行动</td>\n",
       "      <td>111500.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>哪吒之魔童降世</td>\n",
       "      <td>467800.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>烈火英雄</td>\n",
       "      <td>162900.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>铤而走险</td>\n",
       "      <td>2294.900</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>深夜食堂</td>\n",
       "      <td>1520.100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25478</th>\n",
       "      <td>鲛珠传</td>\n",
       "      <td>11300.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25479</th>\n",
       "      <td>铁道飞虎</td>\n",
       "      <td>69800.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25480</th>\n",
       "      <td>大耳朵图图之美食狂想曲</td>\n",
       "      <td>4197.400</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25481</th>\n",
       "      <td>天若有情</td>\n",
       "      <td>22.100</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25482</th>\n",
       "      <td>阳光萌星社</td>\n",
       "      <td>84.700</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>23183 rows × 2 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "              电影片名       累计票房\n",
       "0       速度与激情：特别行动 111500.000\n",
       "1          哪吒之魔童降世 467800.000\n",
       "2             烈火英雄 162900.000\n",
       "3             铤而走险   2294.900\n",
       "4             深夜食堂   1520.100\n",
       "...            ...        ...\n",
       "25478          鲛珠传  11300.000\n",
       "25479         铁道飞虎  69800.000\n",
       "25480  大耳朵图图之美食狂想曲   4197.400\n",
       "25481         天若有情     22.100\n",
       "25482        阳光萌星社     84.700\n",
       "\n",
       "[23183 rows x 2 columns]"
      ]
     },
     "execution_count": 20,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "max_box = offline_intime[['累计综合票房','电影片名']]\n",
    "max_box2 = pd.DataFrame(max_box['累计综合票房'],dtype=float)#设置累计票房列的数据属性为float，并将这一列独立为一个df\n",
    "max_box['累计票房'] = max_box2.round(2)#将该df添加到累计票房列中\n",
    "max_box.drop('累计综合票房',axis=1)#删除之前的累计综合票房列"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.2、以影片名聚类，寻找各影片最终的累计票房，升序排列，最尾端30条数据即为票房最高的电影"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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XwKTyI0xlwkwRERl+9cAK4O8ob8iyvwfnLm8Dbr9i1YI3Efy8pGBKREREjm/OuVnA/UAN8AEzu/cATX9DMP3qzexbHL1P385sf6pQWa8jWDvp5xW6HgDOudHAAwS/+H/VzA72y/9vCH4wfAsvDi4qer/OOQ/4/8ov329mmf3bmNkrBnhf1Mzy+x37I3ARcMZ+I6EOV9+InEf3u+5MYCpByDPgD8sEa2DcyAsXHj+QG3hxcFZDeZe5skj5+XB+/vwP4ELn3IIBdmFcVH7uPwpsMN/fvjp2Eqzvsb8bCT6DHwAv+h6WPXGA4wCY2QvWl3LOfYhgysatZvY/B9jFsa9tDPgZwb+2P04w8lGhlIjIceLBucvbrli14JvAt69YtSAKfBNYDnQ+OHf53qnZV6xaMJVgOvr6ESn0GKBgSkRE5AThnJtIsJvXeOBrZvbFgzT/DvAR4EPOufvMbGn5GrcCZxCsZzPUdYdwzp1EEIA8Y2YVm0rlnKshmN50MkGo8L5DvOVnBIuj/4Nz7pd9gZ1z7uXAqwmmPB4ooDlSbwXmAQ+a2S8O1bhcx2zgPufcB83soAGec66W4Pv3OTP720HaOeBVBKHK/gHKe8rP/7n/KJ1+77+BIJwZaLTV/s4YYCrfamBcv0NV+z0fzPeBi4GfOede3hfKldfxeg/BOkw/6Nd+MN/fvt0I15rZO/YvoDxFdAzwr/vf2wBtIwOFRs65ScCXgLeYWccA537hnHuPmT2237k64C6CRd//ArzCzPYfkSYiIse4B+cu/+4VqxZ4wEeBlxHsLLy0vOh5iOBnrssI1mn87IgVOsIUTImIiJw4Pk2wppAPNDnn7hqgzR/M7Gtmtt05937gv4E/O+d+S7AWzsUEo5veVqGariw/LzloqyP3AWB++esIcOcA061WmNnHAcws45x7M/Ar4FfOufsJ7vMqgqlw763EL/7l0OhTBFP03nOI5n3vuRG4jWDq2wedcw/vH2Ls5zMEgdOrnHO/Bj5qZs8O0O5KYDJwZ/+RWM65cwkWit9BsCjrgcwtP686SJvDXkDczF5+BG1vd85dQbBm10rn3OPlvs4mmD73z2b2VL/2g/n+/pQgrDrUdMqD3qNzbjrwB+fcj4BP9o2Qc87VE4zkWgA8CPzPfm8dTTCd8jfOucVmtrH8vsUE015nEUzje/1Ao+5EROT48ODc5d++YtWCh4ALCX7Ouoxg2l4XsBb4IfDDB+cuP9j/357QFEyJiIicOM4pP3sEU6sG0tP3hZl9zTnXDHy1X/sdBNOMfl+hml5Wfq7UtMA+5/T7+uoDtGns/8LM7nHOXQ58u997OglCju9XqK6PEwQO/2Fmaw7W0Dl3EcGotSsIFqP/F+AL++28NtBOge8jmArwEYJpaq9wzv0Y+IiZbSlf27Fviube9SrKo4B+SRDmvdnMug5QWxi4vvxyoNCrz8HWWIof5FzfVLUYQZA6kDcRTGF7K8F6XFmCUXKf7b84eJ8j/f6Ww56DBT7F8vMVvHB01v5eRxAA/p2Z/Vv53qYQrH02D3iPmfWFUn3TGc3MnnLO3QTcCUx3zm0l2Enz4wQ/o38O+LB24hMROf49OHf5JoI1IPf+/8kVqxYkgOSDc5e3ll+7B+cuf0lucOG0sYeIiMhLm3Muyr61iJ4cYFezE4pzLkSwTlGS4H57DvGW4aihgWA0zdnAYwRTvVb2q+8/CNabuIUg/Kk3s879rpEAPgh8iOBfXc81sw3lcx8APk+wXsUcgkDkncAnCe773QMstP3q8vV8gnW7JgK7gKYDhSPOuT8ThEbjyzvmeQSjkKYSjPhZZ2az9nvPXILd9OoIpvr93MxefXif3KFV6vvrnPtv4F3ll1uB3gGa1RBMnYVgPbH/Kr/3YwRB4xvM7FfOufnAPxOMdKsCXmNmd5XbjiWYyvGfwElAO/AmM7tnMHWLiMixp7xDX98IXAf4fSHUSzmQ6qNgSkRERGQElKd6vRL43v7Bj3PuNuDt5ZdfNbP3HuQ6s4GJ/Ue5OefmAd8qv/cnzrnXEYycKhKEUt89QD3NBKO0eglGSn3MzB48SN9rCQKo8X3rMJVDmWuApcBtZrZ8gPfdDowFngG+PMDOkCPOOdcIfJ0gNEocpGkXwYYD7++/zpRzbnK/EWzVBDsrOoIRUm/pC4DLo9N+RfCZ/Yrg+7MNERGRlwgFUyIiIiLHGOfcaQTTFR80s8PZFW+ga8SBXN+ub8651wLPDrDLXf/3nAS0mdmewfQpB+acuwBYPtD6YeURdOeY2W+OemEiIiIjTMGUiIiIiIiIiMgI0FQ+BVMiIiIiIiIiIjJCtCtfP42NjTZ16tSRLkNERERERERETnQRI7LQp/CcBzl36PbHsSeffLLFzEYPdE7BVD9Tp05l6dKlI12GiIiIiIiIiJwAzAyfYI8Th8Nz3t5z2/Kb+dCWt/Ot6XeT8JIjVeJR4ZzbfKBzCqZERERERERERIaBc44QoQHP1Xi1vLHxnSd8KHUoCqZERERERERERCpke34LqzLP8FzvMvYUdhLz4kyMTmFOfAEnJebTGBkLQE24jivrrsfMcO7Ensp3MAqmREREREREREQq4Kn0X/lB8zfoLLWzOHUe85OLaCns5rneZTzQ+Wt8KzEnMZ9bRr+bmfG5+Oa/YHrfS5GCKRERERERERGRCvj6rs9yTvXFvGXM+wDI+3mccxStQFuxheW9T3JX6+18eMs7+NSkrzEnMX9kCz4GvLRjORERERERERGRCukudTI+Mmnv66gXJeIiJLwkTdHJXFV3I1+Z+iPCLsz9nb+kaIURrPbYoGBKRERERERERGSIClbgvOrL+Gnrd2gtNB+wXTKUYmFyMSt6nybsIkexwmOTpvKJiIiIiIiIiAxRxEW4tv4mnup9jHduuonLa1/BwuRixkcmkvKqCbswMS/OU+nHeDr9Ny6pvXqkSz4mKJgSEREREREREamAafFZfHrS17mj5dss6bqf+zrupi7UwLhIEyEXYkNuLW3FZi6ruZabG28d6XKPCQqmRERERERERESGqG+HvaboZD4w4RNk/Qzb81tYn13N1vxGsn6GxanzOCmxgKmxmUS9GGaGc26kSx9RCqZERERERERERIbIcx5bcxvZVdhOd6mTnOVIeVVMik3jrKoLqQ3Xv+g9L/VQChRMiYiIiIiIiIgMiW8+j3Q/wC/afsiO/FYawqOpDdUBwaLoYRdhXGQCV9e/ipMTp4xssccYBVMiIiIiIiIiIkOwPrua7+75KlfV3cjrGt8KQFexg9biHnYVdrA2u4IlXffzYOc9vL7xbbxx9DtHuOJjhzfSBYiIiIiIiIiIHM9WZZ4l7MLc0PD6vcdqwnVMi8/mnOqLedPod/HdGb/m2vq/49ftd7A+u2YEqz22KJgSERERERERERmC8dGJZPw093XcDYCZ4ZtPwQoUrUDBCgCcX305Ka+KZ3uXjmS5xxRN5RMRERERERERGYLTUmexuOp87mj5Nj2lLl5WdwNjIuPxyuOBfPMBeLZ3KQUrMDYyfiTLPaYomBIRERERERERGYKwi3DL6HfjW4m72m7nhy23MSo8mmmxWTRFpxD1ojzXu4yVmae5dey/sjh1/kiXfMxwZjbSNRwzFi9ebEuXajidiIiIiIiIiLzY4m989wBnDHAAuHCWcO12QlXNhJJtePEu8IqU0qPJbV9IqXvc3raHsvTWN1ek7pHmnHvSzBYPdE4jpkREREREREREhihUvQsXKlDqGU2hdQaFtqlgoZEu65inYEpEREREREREZLBckfjkJ4mOW4EL5bF8kt51l1DsmESodjvhqmZKvfUUO5rAwvQfXSUKpkREREREREREBi0yeh3RMasptE2l0DKdWNMzxKc8jj/uOcI1u3CRLM4rUuwaR+/aK/AzdSic2scb6QJERERERERERI5X4ZqdFDsmkll3EcX2qaSfux7nFYmOeZ7c9tPofup1dD/9GrxoL/GJT4JXRKHUPgqmREREREREREQGyQpJvFTrC9aTsmKc3M755Lafip+po9Q9jt71FxGu246LZEaw2mOPgikRERERERERkUHKt8wgFO8i1rQMvAIAPSuvJrvpbIIpe2Xm8OJdWK5qZAo9RimYEhEREREREREZJD/dSHbrIiKN6/HiXcHBUgwrJAEHXpFQzQ7iUx6j2DkeTeN7IS1+LiIiIiIiIiIyBLnti8jvOQmsb/xP30gpR3TMapKzH6bY2UTv85eOVInHLAVTIiIiIiIiIiJD4MJZzA9DKdp3ZO+5UrqRnueuo9gxCXzFMPvTJyIiIiIiIiIiMggu2kNixiOEkm342RqyWxdR6moCVyLSsAlCBUpd4yl1jxvpUo9ZCqZERERERERERI6UVyR10gN4iXYKrdMJ1+yi+pRf0PXU60jOehgv1hOMkHI+mU3nUNhz0khXfExSMCUiIiIiIiIicoRCVXsIVe8m/dy1FDsnApA86T6qT7uTUs8oetdciQvniE14ltTc39FTjFJsmz7CVR97tCufiIiIiIiIiMgRClU14/fWU+ycsPdYsX0SmCOz7mKKHZMotMwkveYKrBQjOvr5Eaz22KVgSkRERERERETkCFkhgYtkiIxZCxgu2kNk1Eb8bDV+rpq+nfmcV8Dyif7roUs/msonIiIiIiIiInJEjELzbEJVzcQnPUm0cT2hZCt4JbxYD6Hq3RTbpgEQqt6DF+2l2KUF0AeiYEpERERERERE5IgEw59yW0/Hz9QRqd9MsWs8mQ3nk5i5hNRJD1BonYqfqyE2/llK2VqK7ZNHuOZjk4IpEREREREREZFBsGKc/K555HfN23usd+1lxMY/R2TURsI1u/DzVaRXvQw/Uz+ClR67FEyJiIiIiIiIiAyGKwXPFgpeRtKE67ZjxRi57adQ7BqHFVIjWOCxT8GUiIiIiIiIiMgRCNdtxYpRSj1j6VvkPDpuBYmZS3ChHFaMY7kU+ZaZZLeeDqXYyBZ8DFMwJSIiIiIiIiJyBKLjVhIZtZ6e5ddT6moiXLeVxNS/UOxoIrvlDFw4T6RuC/HJS3HhHJl1l4x0yccsBVMiIiIiIiIiIkeg9/lLSIWzVM37Db1rLyeUasZKMbIbz6WUHg1AsW0qfiFJfOJT5HfPpdStXfkG4o10ASIiIiIiIiIix5VSlN7VV1Jom0Jy9kOE67dg5lHK1gbnvSJgFFpmQqiIlSIjWu6xTMGUiIiIiIiIiMgRsmKCzIYLKbTMIFy3nVCqhXDNzuCkHwYcoepd4IfwextGtNZjmabyiYiIiIiIiIgMghUS9D5/KVaKEpu4jKp591Jom0qxeywunCM6+nlyO+cDbqRLPWYpmBIREREREREROUxeshUrxrB8FcGOfI7MhgsotE8iPvFpvEQH0Vg3hArkm2eR3XjeSJd8TFMwJSIiIiIiIiJymKrm3Ut+z2yym8+hbySUi/aAH6bQNhkX7cXP1pLfNRdMscuh6BMSERERERERETlMLpqm1Dtq7+tw7TaSJ92PF+/CinEA/Ewt+CHyu+eiaXwHp2BKRERERERERORwhPK4cB6/t55gGh8kZz+Mn6uh55lXYaUIoepm4hOfInnS/ZTSjZR6xoxszcc47conIiIiIiIiInIYwlV7wA9RytYCDi/eiRfvovf5S/CzdVghRbFtKr3PX4qfrSE6fvlIl3zM04gpERERERERETlhmQUjm5wb+pQ6F02DVyQ193fkd52MC+co9TZAqS9e8QEPP1dFsWMyoVTrkPs80SmYEhEREREREZET1v6BVF9QNdC5Qym0TSP93HVERm0kPukpXKQXL95NuG47+V11wXJSBi6UJ5RsLY+skoNRMCUiIiIiIiIiFWVmGIbDVWSk0mB0Ftt5LvMUncV2asP1TIhMpik6hagXfUGdR1RfKUqhdQaFjkmEUs1E6rYRHbcKF84F570i0VHriU5Yjgvnye8+qcJ3deJRMCUiIiIiIiIiFeWcww2wG51v/rCHVR3FNr7f/FUe7X6YydFp1ITr6Si20V5sxXMeE6NTOafqYi6vvfYFIdURKUUpdTVR6moiu/20vYedVyQyeh34IXqfv5hix+QK3dWJS8GUiIiIiIiIiFREbynN2uwKHu1+iKIVGR+dyKToNKbGZjIhOgnPDf8ebJ/d8W+EXYTPTL6NlFdF1s9SsDw9fhfb81tYln6c7zZ/mVWZZ3jH2A+SClUPrcNSvxFYhQTp1VdCKTbEu3jpUDAlIiIiIiIiIkO2IbuGL+/6FN2lDhYmzyDjp1nSdR+7CzvpKXWR8qo4u/piXjvqLUyOTR+WGsyMFZllfLTpC8yMz33R+UWpc7io5ioe6/4jn9/5URYkT+fKuusrWIFTKHWEFEyJiIiIiIiIyJD9546PckrqDF7Z8PfUhOqIuhie8yhYgR35rTzes4R72+/ki/mt/MuETzMhOqniNXT7XUyJzmRJ1/2cUXX+gG1qQrVcWXc9D3b+moc676lwMCVHavjH0ImIiIiIiIjICc3MaC7u4uTEKYyJjCfuJXA4zIyIizAlNp0bG/6eDzd9lrXZFTzUeQ+++RWvoyZUy8vrX80Dnb/iM9s/xLO9S+kudb6or1357aT9bqpD2jVvpGnElIiIiIiIiIgMSdYyzE+cxs9av88F1VcEi5/vt8B5xEWYm1jImVUX8FjPEt44+p3DUstVdTfim8+PWm5jafovTI5NZ3Z8HpOiU/HxWZN5jmXpx6kN13PTqDcPSw1y+BRMiYiIiIiIiMiQJLwkrxr1Rv5ty628ecN1XFl7PfOSpzIuMpHqUA0JLwnA4z1/YmP2eU5LnTms9VxT/yoWpc5mee+TPNP7BMvSj/Nw570kvRRN0SlcVvsKLqt9BVOGaa0rOXwKpkRERERERERkSHzzWZA8nS9N/V9+1HIbD3fey6PdDzEqPJq68Ci6S51szq2ns9TOwuRi3tD4f4a9pnHRJsZFm7ii7rq9x3J+lpyfpSZcBwRTEPcf2SVH14gFU865MLCh/AB4D/Bq4BrgcTN7d7nd/1fJYyIiIiIiIiJSWZ7zMDNmxOfwT+M/zsbc86zLrmZLbgM9pS4SXpKLa65iYnQqi6vOoyZUO+yhkJlhWPA1hodHzIsT8+J7+1YoNfJGcsTUQuAnZvavAM65xcD5wJnAvzrnLgc6KnnMzB46WjcnIiIiIiIi8lLSF/JUh2pZmFzMwuTivedKViTkwgO2H856HAP3oUDq2DGSwdTZwI3OufOAzcAzwM/NzJxzDwHXAp0VPqZgSkRERERERGSY+eZjGA6H57y9oZSmzsn+vBHs+wngIjM7n2B0UwLYXj7XBYwFUhU+9iLOubc755Y655Y2NzdX5MZEREREREREXsqCMCqE514YOxwroZSZjXQJUjaSwdSzZraz/PVqoIcgnAKoIqit0sdexMy+aWaLzWzx6NGjK3BbIiIiIiIiInIsO1YCMhnZYOp/nXOnOOdCwI0EI5zOL587BdgEPFnhYyIiIiIiIiIyQnzzR3y0Ut7P8efuh8n4vSNahwRGMpj6BPC/wNPAX4FPAac5574MfAj4CfBohY+JiIiIiIiIyAjxnHdURiuZGSUrUbISvvkvOLenuItv7P7csNcgh2fEgikze87MFprZAjP7iJn5wOXAI8DVZrax0sdG4DZFREREREREBMj4vfy45Vt0lTqHvS/nHCEXGnCdqxqvljc2vpOElxz2OuTQRnJXvhcxswxw13AeExEREREREZHhcbBd9zqKbdzTfgc3NrxhWPrent/CqswzPNe7jD2FncS8OBOjU5gTX8BJifk0RoI90WrCdVxZd712CDxGHFPBlIiIiIiIiIgcf4pWIER4b9Czf+jjm099eBSfnPS1YRmp9FT6r/yg+Rt0ltpZnDqP+clFtBR281zvMh7o/DW+lZiTmM8to9/NzPhcfPNfNJJKRoaCKREREREREREZtGXpx/lbzyP8teePdJU6qAs1MD4ykWnxWZySPINTkmcS9aLEXYKZ8ZOGpYav7/os51RfzFvGvA+AvJ/HOUfRCrQVW1je+yR3td7Oh7e8g09N+hpzEvOHpQ45cgqmRERERERERGRQ7uu4m5+3/YCJ0ancOuZf8FyIXYXtPJ9dydKev/CLtv8l7iV5Y+M7ubb+JkIuNCx1dJc6GR+ZtPd11IsCEHERmqKTaYpO5sLqK3nLhuu4v/OXzIjPIewiw1KLHBkFUyIiIiIiIiIyKD9quY1XNbyRGxpeP+D5nfmt/Kjlm3xrzxepD4/iopqXVbyGghU4r/oyftr6Hc6qupBRkdEDtkuGUixMLmZF79MKpY4hmlApIiIiIiIiIoMSc3Haiy2UrARAyUoUrEDBCpSsxPjoJP55wieZFpvF7zt/Q8bvrXgNERfh2vqbcM7jnZtu4lt7vsjjPX9iS24DrYVmOovtZP0Mf+n+A0+n/8ZpqTMrXoMMnkZMiYiIiIiIiMgRMzOurLueH7b8D/OSp3Fm1QWEXIgQL56u1xSdzIbc2mFZ+BxgWnwWn570de5o+TZLuu7nvo67qQs1MC7SRMiF2JBbS1uxmctqruXmxluHpQYZHAVTIiIiIiIiInLEnHNcVXsjK3uf5v9ufRczYiexqOpspsZmMSY8joZwIyEX5t72O3m85xHeOHp4AqG+HfaaopP5wIRPkPUzbM9vYX12NVvzG8n6GRanzuOkxAKmxmYS9WIv2jVQRo6CKRERERERERE5YmZGTbiOf5/0ZZZ03cej3b/nud6neDr9N0IuREexjV2F7YyNTOBNo9/F9fWvG5Y6POexNbeRXYXtdJc6yVmOlFfFpNg0zqq6kNpw/Yveo1Dq2KFgSkREREREROQEYmbA8IcvhuEI+riw+mVcVHMV6VI3ewo7aS7upmQlJkQnUxeqpyZUNyz1+ObzSPcD/KLth+zIb6UhPJraUB0QLIoedhHGRSZwdf2rODlxSsX7l6FTMCUiIiIiIiJyAtk/AOoLqgY6NxSe83ii58+sz65md2EHPX53MFIpOpVZiZOZFJ1GfXhUxfobyPrsar6756tcVXcjr2t8KwBdxQ5ai3vYVdjB2uwKlnTdz4Od9/D6xrfxxtHvHNZ65MgpmBIRERERERE5AXQW23ku8xSdxXZqw/VMiEymKTqFqBfd26ZSaysVrcBdrbfz246f0xgZy+z4yVSFaugstfNYz5+4r/NuIi7KedWX8fpRbxu20VurMs8SdmFuaHj93mM14TpqwnVMi8/mnOqLedPod/G1Xf+PX7ffwXnVlzEjPmdYapHBUTAlIiIiIiIichzrKLbx/eav8mj3w0yOTqMmXE9HsY32Yiue85gYnco5VRdzee21LwiphuL57Crubv8x7x//75xVdSEAeT9PzjKkSz1sy2/m0e4H+UHz11idWc4nJ321Iv3ub3x0Ihk/zX0dd3NjwxswMwyjRAkHGBBxEc6vvpy/9TzCs71LFUwdYxRMiYiIiIiIiBzHPrvj3wi7CJ+ZfBspr4qsn6VgeXr8Lrbnt7As/Tjfbf4yqzLP8I6xHyQVqh5yn1tyG4i4CNNis/Yei3pRokSpDtUyLtrE4qpzWZg8g//a+e/8recRzqy6YMj97u+01FksrjqfO1q+TU+pi5fV3cCYyHg8PCBYgwrg2d6lFKzA2Mj4itcgQ6NgSkREREREROQ4ZWasyCzjo01fYGZ87ovOL0qdw0U1V/FY9x/5/M6PsiB5OlfWXT/kfuck5hMixB0t3+EdYz9IxEUHnK43NjKB0ZGxPJ9dNSzBVNhFeFPju/CtxF1tt/PDltsYFR7NtNgsmqJTiHgRVvQ+zcrM09w69l9ZnDq/4jXI0CiYEhERERERETlOdftdTInOZEnX/ZxRNXDoUhOq5cq663mw89c81HlPRYKpqbGZXN/wOn7Y/D/sLGzj0pprmJU4mVHh0TgcBcsTIsxvO+7Cx5ibWDCk/hZ/47sHOGOAA6bhwm8kXLuddFUz21O7cdENOK9IKT2K3I6b+HR3lk/zw8Pqb+mtbx5SvXL4FEyJiIiIiIiIHKdqQrW8vP7VfHHnxylagWvqX8202CxSXjWe8/a225XfTtrvZnxkUsX6fmXDzSS9Kn7V9hP+c+f/JepijI6MY0xkPCFCrM2uoGRFPjjh05yWPLti/b6AVyJctwUsRKl7LIXWGRRapwHeId8qxwYFUyIiIiIiIiLHsavqbsQ3nx+13MbS9F+YHJvO7Pg8JkWn4uOzJvMcy9KPUxuu56ZRRzYS6MAjlV5QAYQuJVy9i/aqZtYn2/ELcfzeMym0TeW9hY3AxkNe5UhHKXmJDuJTHifSsAmcj5+toXf1lZQy9cSaniSUbMfP1pDfMwc/U8++0VVyLFEwJSIiIiIiInKcu6b+VSxKnc3y3id5pvcJlqUf5+HOe0l6KZqiU7is9hVcVvsKpsSmD7kvF87ixbvw80nww1gpAqUoxY7JFDsmA+DFO/CzdeV3DE8gFJv4JKFUM9nNZ1LqbSAx9a8kpj8KzvASHVg+SWTUBuKTniS95nIKzdqN71ikYEpERERERETkBDAu2sS4aBNX1F2391jOz5Lzs9SE64BgsfSBFik/EpHRa0lM+yvFjon42Wr8fBV+thorJCj1jiI24Rnik5fS8ed3gB9muEYpRUZtIrv5DPI7FwLQ0z2W6sU/wnIp0iuvptQ9HhfrpnrB3cQnL6XYNR7L1QxLLTJ4CqZERERERERETgBmhmHB1xgeHjEvTsyL7w2khhpKARRapxNt3EBk9Fosn8QKCVwkh/kh/FwVXrQXP1dFdMxqrBin2D0Wy1UPud8XM6wU3feqGMOL9NK7+UxK3eMBH8tVk2+dTnzSkzjnlz8dOZYomBIRERERERE5ATjncAcYnVSJQKqP5avoff4SEtMj4Hx6n78UK0YJ1+7Ai/aSmLEE88PEJy/Fi3fS89z1FCseTPnkd84jMeVxrBjF8lVERq8Fr4jziuU2wQLozgVxlJ+trXANUgkKpkRERERERETkiPjZWnqfv5jUvN9QferP6H761RTbpwCQmPUHeldeSbFjcrDWVD41DBV45HefjBfvITHtr3jxLiyfJL/nJOKTn6CUbqSUqcOLZIiM2kipZwxa+PzYpGBKRERERERE5ARXibWl9rsiVkjR8/RrSM27l5rTf0zP8usp9YzFhXL4hSRAvwXQK8/P1tK75grCdVsAgvDJK+JmLiE58w/4xTihVAtWjJNZf8Gw1SFDo2BKRERERERE5ARX2VAKgtFHwW576ZXXkJz1B5KzH6bQMgMrJLBcVbnd8OzIl5r7W1w4R++6i/fuBNgns+F8IqOfJ5Rsp9Q1nnzzLErd4ypeg1SGgikRERERERGRE1jez/FE+lEWpc4h4SUreOVyOGUhetdfQGLqY8Sn/YVS9zisFO7XpvIiozbiFxIk5zxIdssZFNumEKwpZfjZWnJbFw9Lv1J53kgXICIiIiIiIiJDY2aUrETJSvjmv+DcnuIuvrH7cxXpx0u14MLZfkfKwVMpRmbD+WQ2nE9ux0KwYRwHE8pDqEBm3UX4mVoS0x8lOv65fvX44Irg/INdRY4RCqZEREREREREjnPOOUIuRMiF8NwLf9Wv8Wp5Y+M7KzJaqmr+rwhV7dmv8xLh2m1ERm2g0DqdfPOsIfdzMOGqPVgpSqFtCr1rXkZhz2ySMx6h+rQ7CNduA7wgGDNFHscDTeUTEREREREROQ5tz29hVeYZnutdxp7CTmJenInRKcyJL+CkxHwaI2MBqAnXcWXd9UNfAD2UD3a/KyT2HgrXbSE193e4cAE/n8CFihQ7x5NZf+GwLXweqtmFn63ZO5Mwu+UscrtPJjnjT6Tm3UuhfQr5HQsodo8FP8JwrXMllaFgSkREREREROQ481T6r/yg+Rt0ltpZnDqP+clFtBR281zvMh7o/DW+lZiTmM8to9/NzPhcfPNfNJLqSAUjlWL45WDKi3eSnPMQpXQjmY3n4SK9hGt3Ehv/HFWn/JyuJ94EfuVjh3DNTko9o/td28dy1aRXXUWkcR2xCctJzFxCsX0yuV0n4/eOQuHUsUvBlIiIiIiIiMhx5uu7Pss51RfzljHvAyDv53HOUbQCbcUWlvc+yV2tt/PhLe/gU5O+xpzE/CH3GarZhZ9uwPJV5dc7AaP3+cvwM3UAFNumU+ycQNXJvyU6ZjX5XUPvd3/h6t3kdizod6QcuFmIQvMcSunRxMY9R2TMWmKTlpJedTWFPSdVvA6pDAVTIiIiIiIiIseZ7lIn4yOT9r6OelEAIi5CU3QyTdHJXFh9JW/ZcB33d/6SGfE5hF1kSH2Gkm2EanaSmPlHcjvnE67ag9/bgJ8vT+1zJbAQpZ7RlNKNhFItQ+rvQLqfvQErpAY4YwD4vQ1kNlxIZuO5xJqepdQ1bljqkMrQSmAiIiIiIiIix5GCFTiv+jJ+2vodWgvNB2yXDKVYmFzMit6nhxxKAWQ2nEdm/UV48Q6S0x8hXLcNL9mOF+8OGpQXG/ciGVy0Bz9XM+Q+B+L3Nr5gnat9HC+YrmdhctsWDdtaV1IZGjElIiIiIiIichyJuAjX1t/EU72P8c5NN3F57StYmFzM+MhEUl41YRcm5sV5Kv0YT6f/xiW1V1ekXyukyG07lULrVML1W4mO2kioejehRDt+uhEX7SWUaiE+6UnwwxTaJlek34H59B9r4yJpwvVbcc6n1FtPqWcMWGgY+5dKUTAlIiIiIiIicpyZFp/Fpyd9nTtavs2Srvu5r+Nu6kINjIs0EXIhNuTW0lZs5rKaa7m58dYK9uzhZxrIZxrI7zgFF+nFSsE0QucVSc5cgpkjvfpl+L2NFew3EK7bihWjlHrG0regeXTcChIzl+BCOawYwwpJ8ntmk926GMq1ybFLwZSIiIiIiIjIcaRvh72m6GQ+MOETZP0M2/NbWJ9dzdb8RrJ+hsWp8zgpsYCpsZlEvRhmhnMV2JXO+eWlnDyCL4xI4zqc8/HzKdKrr6DUPX7o/RxAdNxKIqPW07P8ekpdTYTrtpKY+heKHU1kt5yBC+WJ1G8lPmkpLpwjs+6SYatFKkPBlIiIiIiIiMhxxHMeW3Mb2VXYTnepk5zlSHlVTIpN46yqC6kN17/oPUMNpV48UikIiV4wUilfRX7PbEq9DVCKDam/A+l9/hJS4SxV835D79rLCaWasVKM7MZzKaVHA1Bsn4pfSBCf+BT53XMpdWvx82OZgikRERERERGR44RvPo90P8Av2n7IjvxWGsKjqQ3VAcGi6GEXYVxkAlfXv4qTE6dUrN/DG6m0hfiUv+EimeEbqVSK0rv6ShIz/kRy9kOUeusx8yhla4PzXhH8EIWWmcSn/A0rDX3RdxleCqZEREREREREjhPrs6v57p6vclXdjbyu8a0AdBU7aC3uYVdhB2uzK1jSdT8Pdt7D6xvfxhtHv7Mi/R7+SKXksI9UsmKCzIYLwf8L0QnLAQjX7KTYPgX8IOYIVe8CP4Tf2zAsNUjlKJgSEREREREROU6syjxL2IW5oeH1e4/VhOuoCdcxLT6bc6ov5k2j38XXdv0/ft1+B+dVX8aM+Jyhd3xMjVQyrJCgd93FWClKbOIyqubdS6F1GsWucbhIluiYteR2zgcqsK6WDCvv0E1ERERERERE5FgwPjqRjJ/mvo67ATAzfPMpWIGiFShYAYDzqy8n5VXxbO/SivXdN1Kp0DKDcN12QqkWwjU7g5N+GHDDO1LJFfu+KBcUIrPhAnqWX0exs4lw/RZiE5cRbVxHvnkm2Y3nVb4GqTiNmBIRERERERE5TpyWOovFVedzR8u36Sl18bK6GxgTGY9XHnfimw/As71LKViBsZFK7pA3siOV4pOfwEt0UUqPwgoJ/Gw1fraGYudEetqnkpr/K6wYo3f1VRXvW4aPgikRERERERGR40TYRfiH0e/GtxJ3td3OD1tuY1S4kamxWTRFpxD1oqzofZqVmae5dey/sjh1/tA7dUWwYEQUsHekUqF9EvGJTxOu30KoZieUIsM6UsmF80THrsSKcYodE3GhPJiHlaKUehsI1+yi0DqdUNUe/HwSy1cNSx1SWQqmRERERERERI4xi7/x3QOcMYKAaBqE3kSkbhvpqma2JVrw4htxoTyl9Ghy22/i091ZPs0PD9nX0lvffNDzx8pIpcz6i/Bz1SRmLAFz5HbOJ5ToxIt3EUq24iIZQtW7SUx/BJyRXvEKrBgf1ppk6BRMiYiIiIiIiBw3HC6Sxkt2YNlqit1jKXaNw/wwlGLD0+MxNFIpt+1UrBQh1vQMWIjsljMB8JJtREavI7ftNJxXxEXTCqWOEwqmRERERERERI4Hrkis6Vki9Zvx4l14iQ4ArBjDz9ZS7BpHoXU6xfZJVHKvs2NrpJJHfud8vGiaxMwluHCO/K55hBLtWD5Jfte8YepXhouCKREREREREZHjQHzK34jUb6HQPoX8uovx80lcOE8o2Uq4bjuR+s3EJiwnv2sumQ0XVDQcOrZGKjmym8/GzCMxcwl+thov1YqfrSGY6rivnRz7FEyJiIiIiIiIVIiZ4dzwBCLRsavJbj2d/I5T+nrDSjGKuWqK7VPJbj6L2LjnSMz6A362dm94VBnH0kilYJ2t3JYzoRQlOedBvHgX2S1noDDq+FO5sX0iIiIiIiIiL3EDhVJmNkDLI+dna4g0bIZQvq83wMCVgocfIrfjVArNs4k0rsOFMxXpd59gpFJuxwISM5cQrtuy30ilvsdw6/uMjdz2U8lsuAA/V0Ope9xR6FsqTSOmRERERERERIaoZEU259bTXNhNIpRkdHgsoyPjCLvI3rBqqKOpsltPp2rePSSm/pXcjoX42VowDyy0r1EoB84HZ1gxMdTb2s+xNlIp6LPQPJtCy4wR6F8qQcGUiIiIiIiIyCBl/F7uar2de9p/Sl24gTGR8RQsT9bPEvcSTI5O5+yqCzm96twhT/Ertk0hs/F84hOfJDpmLcXuMfiZevxcFVYKgzMiDRsJ1+6gd82VFbrD/l44UsnPJ0nMeOTYGKnUP5yT44qCKREREREREZFB+uLOj9NS2MOHmj5DTaiOdKmbtN9NR7GN7YUtLO99kj92/Y6r6m7k5sZbiXqxQfZkgEdu2yKKnROINGwmlGwllGomVLUHFyrgIr34mTrSK19OsX1KJW9zPxqpJJWjYEpERERERERkEMyMx7qX8PGJX2JR6uwB27QXW7iv45d8r/krzE0s5NzqSwfZ277RVqXucXtHKbloDy6SxYumKfWMwQqVnr53CBqpJEOkxc9FREREREREBqGz1M746ESe7n38Bcd98/cueF4fbuRVDTdzUmIB93XcPei+krMfIj7lr0RGryFcuw0X7QHA8lX46UYi9ZvxEu2DvxmREaIRUyIiIiIiIiKDUBdu4PLaa/n2nv8iTJgr625gQnQSnnvhGJCcZTEDb7BjQ5yPi6aJj1+O5VOUehtwXhErRfDzKfzeBmKTnqSUraXUMxr8SAXuTuToGPFgyjk3FrjPzE5zzn0HmAv81sw+VT5f0WMiIiIiIiIilfLKhr+nt9TDXW0/4IHOXzEveRpzEwuZFJ0OGKszy/lj130Yxlsb3je4Tsyjd+1lJGZEiTauo9g5Acsn8eLduEiGcP0WMI/YhOXExq7Cz6dIr7i2krcpMmxGPJgCPg8knHOvBEJmdq5z7uvOuVnAgkoeM7PnR+omRURERERE5MQTdhFuGfMeLqq5isd7lvBcZhl3t/2I9mIrDseE6GTmJ0/jqrpXMjexcND9WL6KzPoLcM4nXLuD9OorsVwVOJ/Y+OcIVTWT23YqXjSN+cfCr/oih2dE/7Q65y4F0sAu4GLgzvKp3wPnA6dV+JiCKREREREREam4afFZTIvPAqBkRcCR9TOk/R7GRMZVpA/LV9H7/CWkTv4t1QvvpmfFK/B7R+FiaUo9o8nvmh80dKWK9CdyNIzY4ufOuSjwMeBD5UMpYHv56y5g7DAcG6iOtzvnljrnljY3Nw/9xkREREREROQlLeTChFyIVKiqYqFUwMcKSXqeeSWl3gaqT7kLF84SqmqmlB61r5l2ypPjyEjuyvch4Gtm1lF+3QP07WtZRVBbpY+9iJl908wWm9ni0aNHD/2uRERERERERCou2OUvGA3lkV5xLYXWGVSd8nMiDRspdQ84FkPkmDeSwdTlwLucc38ETgWuJZhuB3AKsAl4ssLHRERERERERI5DDvBeMBqqd/2FFDsm4WdrKaUbR640kSEYsTWmzOzCvq/L4dR1wCPOuQnA1cDZBJFwJY+JiIiIiIiIHFdcNE107EpcOEepexzFjolYMQ6lKJlNZ1NonUapt2GkyxQZlGEbMeWc+5tz7nvOuYmHamtmF5tZF8EC6I8Bl5hZZ6WPVfoeRURERERERIZTuHYbVQt+SWLqY0THriY550ESM/+Ii/YEDUpRih2TwA/jYt24SO/IFixyhAY1Yso5lwC+A9xrZj8e4PxpwHRgMXAmMO9wrmtm7ezbSW9YjomIiIiIiMiJx8xwzo10GS9StAJrMiuYFZ9L1Isd8ftjTc/gQgXSq6/Ez9QTrt9MfNKThGt2BbvypRsBH/BIzXkAP1tD79orKn4fIsPlsEZMOefGOOf6/xdUBF4LzBmovZktA0YDHwVOcs7NGGqhIiIiIiIiIgcyUChlZkelbzPDN5+SlfDNf8G5nfltfGbHh/DxD/DugwtV7yLfPJNC8xxKPWPIbT2D7mV/B+ZRteCXeMkWwAOviBfvpqhF0OU4c8hgyjmXAnYSBFEAmFmh/GX+QO+z4G+AP5ZfHnksLCIiIiIiInIIJSuyIbuGx7v/xLO9S9mZ30qx/CtrX1hV6YBq/+s55/CcR8iF8NwLf81Ohap5ed1riHsJBsMKCUKJjn5HfPxMA91Pvworxkid9ABevAPnFfFiXZS6xg+qH5GRcjhT+TIEy/8PNFH16MTPIiIiIiIiIv1k/F7uar2de9p/Sl24gTGR8RQsT9bPEvcSTI5O5+yqCzm96tyKT/FzztFWbGF9dg0bcmvYXdhBmAhjI+OZFp/NtNgs6sOjAGgIN/LaxrcMeqphbvupJE+6n+j45eR3nbx3Vz4rpEivvIaq+b8mMXMJuR0LwPO1O58cdw4ZTJmZX/6PpzSI648ZxHtEREREREREDuqLOz9OS2EPH2r6DDWhOtKlbtJ+Nx3FNrYXtrC890n+2PU7rqq7kZsbbx3U+k4HsirzLD9quY3ns6uYFZ/L+MhEuv1O1ves5rcdPyfioixILuKmUW+mMTKWkhUJuUEt8Ux+91y8RAeRuq3kd88FM4KxI+D3jqL3+UtIzb2fcPUeLFe195zI8WJw/2Xsc4tz7uIDnPOAReWvW4bYj4iIiIiIiAgQTKV7rHsJH5/4JRalzh6wTXuxhfs6fsn3mr/C3MRCzq2+tGL9f3XXp5kdP5mPzfgvol6UdKmbvOXo9XvZXdjBM+m/8duOn/O3nkf51KT/ZlJs2uA6ckWwMNlN5+KiafD3+xU+lKfYOZHMxnNIzn6YQvPsod+cyFE21GCqBjjYBNZ1wE/MbM8Q+xEREREREREBoLPUzvjoRJ7ufZzFVefuPe6bj8PhnKM+3MirGm7mrz1/4L6OuysaTO3Kb+M1DbcQ9aJAsI5UimrqgaboZBalzuaa+ldz64bX8EDnr7hl9HsIudAR9xOf/AReootS9xj8QhLLJ/GzNfiFBJSiJKY8RilbS37HKVg+hdmR9yEy0oYaTH3FzP6jIpWIiIiIiIiIHIa6cAOX117Lt/f8F2HCXFl3AxOik1608HjOspiBd3gb0h+WnJ9lcdV5/Kzt+5xdfREJLzlgu7GRCZxedS5PpR/jLWPeN6i+XDhPdOxKbNQGih0TcaE8mIcVY5SytcQmPEuhbRqlrvEUO5uwYnwIdyYyMoYaTImIiIiIiIgcda9s+Ht6Sz3c1fYDHuj8FfOSpzE3sZBJ0emAsTqznD923YdhvLXhfRXrN+bFua7+tXxy2wd436abubb+JuYnFzE6PJaIi1GiSNTFWJNZzqrMs5yeOmfQfWXWX4SfqyYxYwmYI7dzPqFEJ168K9ipzyvhJTpITH8EnE96xbUKp+S4M9RgaqFz7u+AHmATsMoqvQ+niIiIiIiIyH7CLsItY97DRTVX8XjPEp7LLOPuth/RXmzF4ZgQncz85GlcVfdK5iYWVrTv+clFfHTiF/he81f5713/j4iLMCE6iaboFKpDNWzKrWNtZgVnVl3ALaPfPaS+cttOxUoRYk3PgIXIbjkTAC/ZRmT08+S2n4rzirhoWqGUHJeGGky9Bvg7oC+M6nDO3Qt82cyeGuK1RURERERERA5qWnwW0+KzAChZEXBk/Qxpv4cxkXEV7883H895zE8u4gtTvkdXqZPnMytYm13JxtxaWgp7mJs4hb9vvJWTEwtJhaoxM8q73Q+CR37nfLxomsTMJbhwjvyueYQS7Vg+SX7XvIren8jRNtRg6gfAz4BaYBZwOfAG4O+dc98B/tHMMkPsQ0REREREROSQQi74FTcVqiIVqhqWPjzn0VZsobmwi7zl8M0nGarikpqreV30rQO+Z/Ch1N4rkN18NmYeiZlL8LPVeKlW/GwN+8aJBO1EjjdHEkwNtLz/82b2236vP+GcmwN8HngrsMA5d5WZdQ6lSBEREREREZGRZmY8mf4rv2j7Aeuza8hbjvpwIwkvScRFqQ7VMiM+h2vrbmJUZHQlewYcuS1nQilKcs6DePEuslvOQGGUHO8OGUw55/omqQ601cCL/gswszXAtc65TwMfBu4sh1Nae0pERERERESOWxtya/nWni8wP7mIjzR9nlSoirZiCzvyW9ma38iK3mX8uv0Oft76A9457kNcXffKCvXc96u3kdt+Kn4+SWLGI5S6Kz9VUeRoO5wRUwXgEmBN3wHnXN/7Dvh+M/uIc246wRpU/wh8afBlioiIiIiIiIys5b1LAXjH2H8h4iKYGQ3hRhrCjcxPnsbVda8k62f4zI4P86OW2zgleQYTopMqWEEQUBWaZ1NomVHB64qMHO9QDcysZGZLzGxXv8MJIAdEDvH29wBpoJJjGEVERERERESOutpQA92lLh7pemDvsZIVKViBvJ8n52eJewleUfd3ACxLPzZ8xVgoeIgc5wa1+LmZdROEU4dq1+Kce5OZ3T2YfkREREREREQGo2gF1mRWMCs+l6gXq8g1z6m+mD92/Y7bm79OCZ9La64h5MLBgsz9FrrZnFuHbyVqQnUV6VfkRDbUXfkOSaGUiIiIiIiIDAczo+9/Dofn9k0K2pnfxmd2fIhvTa/cr6RxL8Gbx7yPb+7+PF/Y8TG+svOTTI3NZFp8NhMiE4l7SZb3Pskj3Q9yc+OtLK46r2J9i5yohj2YEhEREREREakEM8O5fUOTnHO4A+xKlwpV8/K61xD3DjnZ5wUWf+O7B6uAYGjUYkKpKYTrttGZauXZ6DJCiT9CKI+frSW39Vq+3Bbmy3bHQftaeuubj6g2kRPRYQVTzrmrgBvM7B3DXI+IiIiIiIjIgJxztBVbWJ9dw4bcGnYXdhAmwtjIeKbFZzMtNov68CgAGsKNvLbxLS8Ks4ZYAXhFvEQHfq6a3PbTwPngSuAfaglmERnI4Y6YmgO8HlAwJSIiIiIiIiNiVeZZftRyG89nVzErPpfxkYl0+52s71nNbzt+TsRFWZBcxE2j3kxjZCwlKxJylZsoFB27ksiojXixHrxEOy6Ux89XUUqPotjZRLF9MqV0I9gh9xkTkbLD/S80DxT6H3DOxYCQmfVWvCoRERERERE5pqVLPewsbCVEmOpQLfXhUYTc8O4S99Vdn2Z2/GQ+NuO/iHpR0qVu8paj1+9ld2EHz6T/xm87fs7feh7lU5P+m0mxaRXrOzbpCaKN6yn1jCazcz6WT+LCObxkG+GaXcQmPEt88t/IbV1MdstiQOGUyOE43GDKB0r7HbsF+Lpzrgi0lx9t5Ucr0AJsBX5pZpsrUq2IiIiIiIiMmLyf5+Gue7mz9XsUrcCE6GRiLoaHR024nqmxGZyROr+igVB/u/LbeE3DLUS9KBCsI5WimnqgKTqZRamzuab+1dy64TU80Pkrbhn9noqFZbEJy8ltOy2Yvtdf50TyOxfixTuJTXiG+LQ/4xdj5HecUpF+RU50Qx3T6ICfArVAXfl5IjAKSJbbfMI5d7qZrRtiXyIiIiIiIjKCvrH7s6zMPM0bGt/O6PA4OkptdBTbaC02syO/hbtaf8Bdrbfz6lG3cH39ays6jS7nZ1lcdR4/a/s+Z1dfRMJLDthubGQCp1edy1Ppx3jLmPdVrH8rxghVNQ90BgA/W0tmw4WEUm1Ex6yhsGcOVoxXrH+RE9VQ/5YwM3vjQCeccyngGoLg6hbg/w6xLxERERERERkhZsZDnffw8YlfYnHVuQO22VPYxR0t3+Y7e77EjNgcTkmdUbH+Y16c6+pfyye3fYD3bbqZa+tvYn5yEaPDY4m4GCWKRF2MNZnlrMo8y+mpcyrWN0B26+mk5t5HKT2KQvMs/Fw1wViNfgure0WsGMWL9iiUEjlMlYuv92NmaeBnzrmvAOcPVz8iIiIiIiIy/NqKLYyKjGFjbu3eYKpkRQzDI4TnPMZExnHz6FtZnnmS33X8oqLBFMD85CI+OvELfK/5q/z3rv9HxEWYEJ1EU3QK1aEaNuXWsTazgjOrLuCW0e+uaN+FlhlktywmPvkJomPWUOweh59uwM+ngsXOnU+kYTORURvpXX9hRfsWOZENWzDVTwew/Sj0IyIiIiIiIsOkNlzHeVWXcnvz16gO1XJRzcsGnE6X8qpJedWk/e6K9u+bj+c85icX8YUp36Or1MnzmRWsza5kY24tLYU9zE2cwt833srJiYWkQtWYGc65Q1/8sAqIkN14PqWu8URGbSBctQdXtxXzg1+rg1FSCXqfv5T87rmV6VPkJeBoBFNXmNm2o9CPiIiIiIiIDJOwi/Daxrewp7iLL+78OHe3/ZCFyTNYmDydKbEZOByrMs9yb8edtBdbed2ot1a0f895tBVbaC7sIm85fPNJhqq4pOZqXhcduK9KhVIunMFKUbAQhdYZFFpnBMdjXXjRXpxXpJStxXLVFelP5KVk2IMphVIiIiIiIiLHPzOjOlTLR5o+xzV1r+LP3Q+zKvMMv+/6DelSDz4l6sONzE0s5ObGd3JG1XkV7fvJ9F/5RdsPWJ9dQ95y1IcbSXhJIi5KdaiWGfE5XFt3E6MioyvWb5/qRXfQu+YKip0TCTatL68tZR6Yh5+vwgpaU0pkMI4kmKpzzt1HMDWvHZgO4Jy7EHjczHKVL09ERERERESOBf1HH52WOouFycWk/R6yfi8FKxBxUXJ+hrGRCUS9WEX73pBby7f2fIH5yUV8pOnzpEJVtBVb2JHfytb8Rlb0LuPX7Xfw89Yf8M5xH+LquldWrvNQHi/RgRX77skjVLWb1Nz78OJdWCmKlcIUWqeT3XwWVhh4t0ARGdiRBFMesABIlh+R8vE/AAXn3FLg58B3zKyrolWKiIiIiIjIMSXkQtSEaqkJ1Q57X8t7lwLwjrH/QsRFMDMawo00hBuZnzyNq+teSdbP8JkdH+ZHLbdxSvIMJkQnVaTvcNUerBjDLySAYPpe6qT7MT9Mz4qX40VyhOu2Ehu3gnDNTrqfen1F+hV5qfCOoG2bmTWZWb2ZxYDRwFnALcBPgMnAF4DtzrmvOOfqKl2siIiIiIiIvPTUhhroLnXxSNcDe4+VrEjBCuT9PDk/S9xL8Iq6vwNgWfqxivUdqtmF39uA5asACNfugHCB9OqXUWybTn73XHrXXEnv+gsJpdqIjF5Tsb5FXgqOJJh6ATNrNbMnzOx/zewfgCnADcBy4N3AcufcFZUpU0RERERERF6qzq6+iBnxk7i9+es82HkPPj4hFybiIkS9KDEvWN9pc24dvpWoCdVVrO9QqpVQzS5ik57ARdKEq5oppUfhZ8ojxVwRgELbNErpUYSr91Ssb5GXgiOZynfQ7QzMzIBfA792zr0F+C/gPufcB83si0OoUURERERERF7CEl6St495P9/Y/Tm+uONjfGXnJ5kam8n0+GzGRyYS95Is732SR7of5ObGW1lcwYXXc9tOw/IJIvVbCNfsxIv2glfCi6XxM3VgIQBcKI+L9OLnUxXrW+Sl4HCDqVD5cVjM7DvOuT8D9wD/6ZzLmtnXB1OgiIiIiIiInPgWf+O7A59wRUKpNko9Y4AzCFVPIlyzi45kK8/GnsaLL8GF8vi5GnJbr+XLbWG+bHcctK+lt775sOsq9Ywhk6kjlGohMmojXqyHUNUeQslW/EwdLpzFS3QSn/gUAMX2yqxtJfJScbjBVBxIHMmFzWy1c+5i4FGCKX4KpkRERERERE5gJSuxs7CN8ZEmQu5IJugcWKhmN1Un30t+z1yyWxdR6h5HqXsshAo4rwjmYcV4Rfo6oFKUUtcESl0TyG48j1D1Lkq99QC4SI7knAdx4Ry9ay6nlG4c3lpETjCH+zfFz4Gnj/TiZrbdOfcaYPeRvldERERERESOTb75ADgczu1b9WVbfhMf2/pevjn95xULpiING3HhHOGaHSSmZchsOhfLVUMpipWi5VbGIVafGRrnB12Ul2kupUcRqmrGeUWsFCWz4XyKbdOGr3+RE9hh/U1hZpuBzYPpwMyWDuZ9IiIiIiIiMvLM7AXhE4DnBt5HK+GlOKf64r2LkVdCuGYXuR2nkt8zm+Ss31N96p1kNp5HYc9J/VoNTygVSjXjF+NBEBYkU0Qa15GY8Se8eCf4YUo9o8ntWABeEfzKhHEiLyWH/V+Nc26OmWnfSxERERERkZcQ5xzpUg/b8pvZXdjO7sIOHI768CgmRqfSFJ1MVagGgDGRcbxj7AcHDLMGK5RqJb/7JErd4+h+6nXEp/6V1OyHKI5bSXbr6RTbp1Skn4HEpzxOqHoPPc+8Ej9bR6hmO4kZf8LySdIbzgeMSOMGkrMfxov1kN1yFsM+ekvkBHNYwZRzrhr4sXNuBfAvZrZreMsSERERERGRY8Gm3DrubP0ej/f8iYZwI5Oi0/DxSZe6yVueKq+a06vO4eV1ryHmxSlagbCLVKh3w0UylNKj6At8spvOpdAyk/iUx0nOWEK+dQb5XfOCHfIqrHf9hVTNu5eqhb8kveoqwrU7wDx6n7+EUs9YAArNc7AZCaLjnyPfOgNfa0yJHJHDncrX7ZxbDLwd+Itz7pvAF80sP6zViYiIiIiIyIj66q5PUxdq4NvT76Y+3Eh7sZXuUiedpXa257fwZPqvfGfPl1nSdT8fbfoCjZGxFevbS7WCOfxcNf1HIZV6xpBZdxGRsauJjVtBdMxqCm1TKeyZQ7FzYsX6t1wNPSuuJTX7IVJz76OUqcOKUUqZ+nKBwfS93M4FRMevBBt4iqOIHNhh/1djgduA04CxwLPOuRuGqzAREREREREZeeuyq7i89lrqw8FIoPrwKCbHprMgeTpX1d3IR5o+x+enfJcN2bU81HkvZlaxvkOJDopd4/rturfv2n6uhtyWM+l+5lXkd88lOnodyTkPVazvPparpnfdxZTSDUQaNhJKteJFe8pFhPfWiTn88k59InL4jjjONbNOM/sn4Abg/zjnHnLOnVzxykRERERERGRE9ZbSzE8s4lftP6Fkxb3HzWzvznwAs+PzOL3qXB7v+VPF1pYCKLRNpXf1y/otKt7/2gYYlqshu+lcOh+/hfTKqyvWd/9+/Ew9vWuuJL97Ljif6lN/RmL6I0TGrCY28SniUx8jv2cOWltK5MgNepyhma02s6uBLwN3Oef+2zmneFhEREREROQEkQyluLb+JtZklvOxre/liZ4/ky5145zDcx4lKwGwI7+FTbl1jI2Mr2wBfhg/WwdeERfpBdcXjvUtMO7oC6goxfau+1RZDhfpxYpxeldfRe+6i7FSjOjYVcQnLyU24VlK3WPIrL9wGPoWOfENeS9LM7vHOXcf8D5gqXPuC8D/mPWLz0VEREREROS4dHb1Rfzj+I/xnT1f4iNbb6U+3MjU2AwmRadRHaplc249f+t5hNmJebxp9Lsr3n986l+CRceBYtc4cttPxfJV5bPDuwNefOpfiI5dDX6IQus0MpvPJr/jFIptU4g0bAbnk2+e1a8eETlSQw6mAMysAPync+4HwH8ATznn3m9mv6/E9UVEREREROTo883Hcx4X11zFxTVXsT67hlWZZ1ifXcPm3Ho6Sm2Mj0zkH8d/jNNT59AQruCOdK5EYsYjxMatoNA2BRdNE296hnjT02S3nkF281kMZygVa1pGrOkZ8jvnYX6Y2IRn8bO1uEiG2IRnwTxK2WqsFAmm+Flo2GoROZFVJJjqY2a7gbc4504HvuycezfwPjPbUsl+REREREREZPh5ziPrZ9hd2EHUxUh6KU5PncM5VZcwKjJ6WPsOVe8hOmYN6bWXU9gzJziWaiY1/x7ik5biJTrIbj4LP1NX+c5dkXDdVvI755PZcAEApe6xpOb9BoDe5y/Bz1URqd9CcuYSSpl6Sp1Nla9D5CWgosFUHzN7EjjfOfd6oA5QMCUiIiIiInKcWZV5lrvbfsi67Gq257cQ9xI0hBupDzUwJjKehckzuKLuOiIugplVdOHzcNVu/GwNheZZgIFXpJQeTXbLGSRnP0S0cR1erJvedRfjpxup5LQ+Fy6AhfCLsb3HCu2TKaVHUWieRX7nAgCKbdNwkSzxpmWkFUyJDMqgFz8/HGb2YzN7djj7EBERERERkcrblFvH/+z+HHnL89Gmz3PPnMf51vS7uXXsv7C46nzaS618Y/dneeO6q3ii588VDaUArBQFr0go2Qo48CMAeNE0pXQjvesvwIXyVM27l3DtNvYthF6BvgsJSplaYuOfw0V7AHChItlN55DfM7vcKlhWudQ9Bi/ZUZF+RV6KhhxMOeemOueecs7FK1GQiIiIiIiIjLyn0o+R94NQalp8NhEXZUxkHGdWXcDrG9/GZyd/i/+edgejI+P41p4v0FZsqWj/+T1zwA+RnPMgkdFr8eIdREatJ9b0NMX2yeR3LqTnueso9dZTderPCDdsopJrTuW2LsbP1pCY/ggunMUKCQqt04NdAgHwCNXsIDpmDaXOCu9GKPISctjBlHPuH5xzr3fOvco59xrn3Jv6TgGnACUXOMk5NyxTBEVEREREROToiLooPX4XT6UfB8A5R8lKFKxA3s+T87NMiU3ntaPeSlepk2XpxypbgIXoXXsZVoqQmP4o1afdSWr+Pfj5FLkdC4Mm+SrSz11Pbtvp+NnK7oxnxTjpldeQ27EQs75fnfeNyEpM/xNV83+NX4yT3XFKRfsWeSk5rADJORcCvrPfYQNuB3IQ7MznnEsBKwlCqo3As8DvzGz/94qIiIiIiMgx7OKaq3iw8x5ub/5v4l6cBcnTCbkQIUIvGJjUVmzGwxF2kYrXUOoZS8/yG4jUb8VLtONnayh2TMKKccAvz95zZNZfWPG+AayQpFRI9juy78atGCe3/VRy208t1yMig3GkI5vOADYBs4A/l4+Vyo/+bgPGABcCNzrnMmb24yHUKSIiIiIiIkdRVaiGt455H7ft/jwf2PwPTIxOYUb8JCZHpzMqPIaaUB0rM0/z87YfcEPD6zk9dU5lC3AlwjU78RIdFLvGU2idvl8Dr1JLSg1KdsuZI9e5yAnkSIOpdjNrdc41HqSNAf9hZjucc3XAVuAsQMGUiIiIiIjIMWbxN757gDN9u9xdQWTUdJ6v2876+DpcaCUuksGL9WClKLmtF/Gd3bV8p3TXIftaeuubD68or0Bi+p+Jjl2FFRJgHpnNZ1LYcxKRURuINK7Hz9SQb51R3pFPRI5Xw7EW1N6xjWbW4ZzbDUwdhn5ERERERERecsz2DROq9E54L+RwsS68SJZCxyQKrTNw4SwuFuxSZ7mq8hS2vgCrcqJj1hCu20Z2y2KKHZOIjV9ObMKzxMatIJRswy8kCVXvJtywmcz6Cyl1j6to/yJy9FQimFp0iPOdwBMHOumcawBOB5aZWWW3cRARERERETnBDBRGmRmG4XAVCqt8YhOWEx3/HF6sG/MjFFqmk91yRr8RSn0BWeXDsVCqhVLXOHLbTwU/Qm/3OKpPu4NQ7W7SK6+h2D0WL5IhedIDxCc+RXrt5VCKVrwOERl+hwymyjvsXc6LZ+8659xPgdcAxb5jA1ziLDMrDnAc59x44BfAvcAXnXOXAp8B5gK/NbNPldt9p5LHREREREREjjdFK7A9v5WlPY/S66cZHRnHtNgspsZmEvPiuAoGRLGJTxNreppS9xjye+YQrtpDbNxKIg2byG45k/yukxmOQKqPn6shOmY1+PsWVC/2jKHQPplC6wwASvkqetdeRurk3+JFMvgKpkSOSwcNppxz5wO/BOoP0GQj8F/Ae8o79xn7BVgHCqXK5gH/ZGaPOefqgUuBkJmd65z7unNuFrCgksfM7PmDfyQiIiIiIiLHll357Xxt92d4PruSuYmFhAjxl+4/sKOwlYLlaYpO5rzqy7i+/nXUh0cNub9Y09Pkd80luzlY0DwHRMetIDn7IRIzluAiGXI7FpZHKVV+Kl++eSbxSUtJznmQzIZzsUKKzLqLwPkvaOcivXjRXvxsTUX7F5Gj51AjplYDrcB/Ax/d75yZ2Yecc2OBfwLyQE/53D86575qZtsOdnEzewjAOXchcCbQANxZPv174HzgtAofUzAlIiIiIiLHlf+340M0RSfz+cnfIRWqpi8Myvi9bMtvYmnPX/hd+89Zn13DP43/OA3hoS0I7rwixc6J5VfB2IP8rnkkpv0Zv5AgMeUxQokOetdd9IJRTZVhWK6G9OoriY5ehwvnsEIKzAMLBfVFeomM2kCs6WkKbVMYztFbIjK8vIOdNLMWM5sDfJKD/5duBCOn7iVYT+oDwBrn3LsOVYALJkDfBBTKfWwvn+oCxgKpCh/bv/+3O+eWOueWNjc3H6pcERERERGRo8rM2JJbz4XVVzIxNpX68Cjqw43Uh0cxITqJM6su4JbR7+YDEz7B4z1L+GPXfUPrMJSn2DmB2MSnwOv7Nc3hIhlcOEdu6yIyG84nMvp5qk+9Cy/eWYnb7Cf41bPYPpXs9lP7jYba9ytpuG5rEJJl6uh9/pIK9y8iR9NBg6kjUDKzfzazN5jZ2cBM4AHgK865/zzYGy3wLuAvwNlAonyqqlxfT4WP7d//N81ssZktHj169JHdtYiIiIiIyDDr9dPMTszjNx0/O2CbZCjFmVUXcEbqfJZ03T+0DktRcjsXEK7eTXLOQ4QbNhAdu5LqU+/EinEKrTPI7TiV7qdeC16R1PxfD62/AcSn/ZmaM79H6qT7iE99HEJ5IBgpFareBTh6VlxLeuUrsHxVxfsXkaOnEsHUi0ZSmdkmM7sR+BLwfufcewd8o3P/6px7Y/llHcHC5+eXX58CbAKerPAxERERERGR40YqVMX19a/j8Z4/8YHN/8DDnfeyNbeRdKmbghX2tns+s5I9xZ1MiE4acp/FjiYyG88jlGyj6uTfkTzpfsxCpNdcgRXj4Ir4mXp6lt9AduO5Q+6vv1jTMmITnqXQMoNC2zRi45cTHbuK+JTHqTnjf6la+AviE5cRSnSAK1W0bxE5+g65K99+9t+Z70DHghNmH3DOXQB8yDl3m5nl9mvyTeBO59xbgecIFlr/k3NuAnA1wQgqAx6p4DEREREREZHjyrnVl/LpSV/nhy3/w/eav0p9aBSTYtMYG5lAzs+yLruKjbnnmRKbwetGvXWIvRlYmPyueRRaZuDFurFiDPMjWKE8IcWCXyUtV00hVz3E/vpxRcJ1W8nvnE9mwwUAlLrGkZr3GwB6116Kn6si0rCZ5Kw/UMrWUupsqlz/InLUHWkw9WPnXAZIEiwP9XsgCnjOuW8B24DlwJ/MrKX8nvcChQFCKcysHbii/zHn3MXlY58zs87hOCYiIiIiInI8MTPOqDqfGfGTWJ1ZzsrM02zIrmFzbj1Jr4pxkQmcXX0R51dfwZjIOMyMYDnfwXDEmpYRrt2OlSIUuyaQ3zV3bxg1HLvw7e05XAAL4Rdje48V2idTSo+i0DyL/K75QLD+lItkiTctI61gSuS4drjBlAHLys8e0Av8od/5ZcDlwBiCNZ3MOfckcDvwwyMJhMph1Z3DeUxEREREROR40hcyNYQbObf6Es6t3rfgd97PY/jEvDjA0EIp5xOf8hjxSU9S7B5LKJwlOnY1iSmPk9l0Dvld8xjOHfCskKCUqSU2/jnyu07G8lW4UJHspnMopRvKrXzAo9Q9huj4FcNWi4gcHYcVTJmZD5x+OG2dc3OAS4B/AL4KfNI5909mdvugqxQRERERETlGDW100pHzzcfKK6qEXIioF31BHUOpJVS1h9j4FWTWX0BuxymAIzJqPcmTHiAx7VFCyVayWxdjhWQlbmVAua2LCdfsIjH9ETLrLsEKCQqt0/u18AjV7CA6Zg2lzvHDVoeIHB2V2pVvLzNbY2b/Y2ZnAdcCbcBjle5HRERERETkaEqXeoK1nLLP01popmTBwtt9QZDZAZffrSjPeYRciJALveB4JcKxcM1O/FyK3M6FgANXotA6g+yms3HRXmJNz5Cc+UdcrKv8jsrfsxXjpFdeQ27HQsz6fmXd109i+p+omv9r/GKc7I5TKt6/iBxdR7rG1BExs9845+43s+Jw9iMiIiIiIjIc8n6eh7vu5c7W71G0AhOik4m5GB4eNeF6psZmcEbqfCbFph3VUVPDxfwg7HLRHixXA1Z+Hc5RSjdS2DOH6LiVVJ38O9JrrsDvbWA41pyyQpLSC0Zl7bu+FePktp9KbvupwQ6BInJcq2gw5ZxLAnPMbFnfMYVSIiIiIiJyvPrG7s+yMvM0b2h8O6PD4+gotdFRbKO12MyO/Bbuav0Bd7XezqtH3cL19a8l5Ib13/4Pqm/E1lACskLzbOKTniI15yGym8+klKnDi/UQHbeCQts0slvOpNA2leScB6lZ9BO6n72RUteESt3CYcluOfOo9iciw+ugf2s652LAvwLfMbPth3G9k4A/EyyA3neN15jZz4ZUpYiIiIiIyFFmZjzUeQ8fn/glFledO2CbPYVd3NHybb6z50vMiM3hlNQZR7nKfSoxYsuKcXrXXkpixiMkZz+MWYhQshUrJMjtWAhAqWcM3U++gdS8X4M/ckGciJwYDrXGlAd8HBjjnIs7517unLvUOXdJ+eskgHOu7zrZ8oPy8ZuAO5xz7xqO4kVERERERIZLW7GFUZExbMyt3XusZEWKVsA3H4AxkXHcPPpWJkQn8buOX4xUqWT9DL9tv4t0qXvI1yp2TCa98hqy206j2DaZzIYL6H7qtfjpRsAHF9x7esV1lHrGDLk/EXlpO1S8nSOYzJsDRgH3sG8CsQFznXN1wKNAFCgBBQDnXAj4FLAH+N9hqF1ERERERGTY1IbrOK/qUm5v/hrVoVouqnkZCe/Fu9GlvGpSXjVpf+ih0MGYGT4+Ht6LRke1FVv4YcttXFJ7TSV6woWzlHrGUGidjuWT7BvT4A3Heuci8hJ20GDKzPzyX3ilfoevJAiq/lR+nQPyA7z9zcAM4K1m1jXAeRERERERkWNW2EV4beNb2FPcxRd3fpy7237IwuQZLEyezpTYDByOVZlnubfjTtqLrbxu1FuHrRYzwzlHiNCA52pD9fzT+I8PGJwdPp/YxGXExq3ALyRwXgkv3okL57BinGLXeAqt0ym0zNCi4yJSMYc7Idj6Pf/VzHr7JfQ5IDPAe/4ZWAN8b0gVioiIiIiIjAAzozpUy0eaPsc1da/iz90PsyrzDL/v+g3pUg8+JerDjcxNLOTmxndyRtV5Fa/h+cxKnul9gqXpv9Bc2EVVqJpJ0WnMip/MqamzmBKbjnOOVKiKM6rOH1JfiemPEqrZRW7nAordY6EUAcBFMoSqWgjXbicx9a+EqneR3XiewikRqYgjDab2/7rv9UCDOa8k2KFPAz1FRERERGRI+kYMHU39+zstdRYLk4tJ+z1k/V4KViDiouT8DGMjE4h6sYr3/0jXQ/y45ZtEvRgX11xF3EuwK7+NTbl13NV2O1/f/RmaolP4P2P+mbOqLxxyf5HG9eS2n0pu+2kvOlfsmEi+eRbRUetJzPoDlqsiu+WsIfcpInK4wdSnKK8dBXzNOVfkEDOLzWwzsHkItYmIiIiIiAAD7zh3tMOqkAtRE6qlJlR7VPr79p7/4uq6V/Laxre86Fzez7Ey8ww/af0Wn97xQf594pdYlDpnSP352RrC9VsGDKbAw3LV5HacSrh2B5Exa8ntXIAVhjJ1UETk8IOp8wC//PWlaLk7EREREZFhNRIjhA5UBwwcDB0NJSuyObee5sJuEqEko8NjGR0ZR9hF9tZ0rHxWleZTIuT2rSllZlj5V7GoF+PU1JksTC7mrRuu54GOXzM/sWhII7eyWxdTtfAXJOf+jvzOeZTSjcF0Peu3mbtXhFAR/DBWSAy6LxGRPocbTF0K9BKMgDq5vMaUf4C29c65p/q9zgLfN7NvDqFOEREREZGXlGNhhNBAdfRfqWM4a8n4vdzVejv3tP+UunADYyLjKVierJ8l7iWYHJ3O2VUXcnrVuSdkKFWyEhfXXM2drd9jcepcpsVn45zD8cJ79ZzH7Ph81udWD3k6YbF9Cr2rX0Z88lJCM5fg99ZT6hlDKVuD84p48S7C1bsJVe+m9/lLgBPvcxeRo+9I1pjqvwD6odp29ns9i2D6371mtuMI6xMREREReUk5VkYIdRbbeS7zFJ3FdmrD9UyITKYpOoWoF93bZjjr+OLOj9NS2MOHmj5DTaiOdKmbtN9NR7GN7YUtLO99kj92/Y6r6m7k5sZbh2WNp5EUciFeUf8ank7/jfdsegNnVl3AqckzmRSbRl2ogVSomriX4Pedv+GJ9KNcX/+6ivSb3z0Xv5AgVNVMuGYH0fHLcc7w80msFMX8ML1rL6fQMpPgVz+FUyIyNIcbTL2bfWtM/ZtzrsCBA6oOM7uk74Vz7kbg58AlwI8GW6iIiIiIyInsWBkh1FFs4/vNX+XR7oeZHJ1GTbiejmIb7cVWPOcxMTqVc6ou5vLaa18QUlWSmfFY9xI+PvFLLEqdPWCb9mIL93X8ku81f4W5iYWcW33psNQyksZGJvCZyf/Dr9rv4ImeR7m7/UdEXZSaUB1ZP8Om3DrCLsy19a/ltaNevA7VkYpP+zPR0c9jhTj5PXNIP3cDAF6inXDtdvxcNcX2KeXWCqVEpDION5h6HfuCqLdxZGtMbQXeANxzBO8REREREXlJOVZGCH12x78RdhE+M/k2Ul4VWT9LwfL0+F1sz29hWfpxvtv8ZVZlnuEdYz9IKlRd8Ro6S+2Mj07k6d7HWVx17t7jvvk4HM456sONvKrhZv7a8wfu67h7xIKpkpXYWdjG+EgTIXe4v14dmm8+nvNIhap5fePbuGnUP9BS3MPW3CZ2FrZRsByTotOZGJ3CmMi4Ifcda1pGbMKz5HfNw3yP+LS/AuDCOWITlgOGn0+R29lBfueCF647JSIyBIf7t9f57Ftjavoh1pgCwDl3BbDWzJYCS4dWpoiIiIjIietYGSFkZqzILOOjTV9gZnzui84vSp3DRTVX8Vj3H/n8zo+yIHk6V9ZdX/E66sINXF57Ld/e81+ECXNl3Q1MiE7Ccy8MQ3KWxQw8hj8k8S349acvGOuzLb+Jj219L9+c/vOKBlOe81idWc7m3Hraii1k/F5SoSrGRyayMLmYsZHxxL0KLT7uioTrtpLfOZ/MhgsAKHWNJzXvNwD0Pn8Jfq6KSP0WEtP/TCndSKmzqTJ9i8hL3pH8zXm4a0zhnGsEfgb8BbhmEHWJiIiIiLxkHCsjhLr9LqZEZ7Kk637OqDp/wDY1oVqurLueBzt/zUOd9wxLMAXwyoa/p7fUw11tP+CBzl8xL3kacxMLmRSdDhirM8v5Y9d9GMZbG95X0b4HWjtr/1CsT8JLcU71xcS8eMX6L1mJ+zp+wS/bf0zBCkyNziAZqmJbfhN/63mEvJ+nNlzHpTXXcGnty4fcnwsXwEL4xX2j8ArtkymlR1FonhWMkAKKbdNwkSzxpmWkFUyJSIUMJtKf7JzLsi+gipUfe5lZi3Puk8B/OufeambfHmKdIiIiIiInrGNlhFBNqJaX17+aL+78OEUrcE39q5kWm0XKq35BLbvy20n73YyPTBqWOgDCLsItY97DRTVX8XjPEp7LLOPuth/RXmzF4ZgQncz85GlcVfdK5iYWVrRv5xzpUg/b8pvZXdjO7sIOHI768CgmRqfSFJ1MVagGgDGRcbxj7AcruhD8uuwqftzyLd44+p28rO4GAHpLabr9TtqLrWzIruVP3Q/wmR0f5uneJ3j/+H8fUn9WSFDK1BIb/xz5XSdj+SpcqEh20zmU0g3lVj7gUeoeQ3T8iiH1JyLS30GDKbfvb9ZQ3yFg5X7N4sCLxpCa2ReccxcBn3fO/cbMdg61WBERERGRE9VIjhDq76q6G/HN50ctt7E0/Rcmx6YzOz6PSdGp+PisyTzHsvTj1IbruWnUm4etjj7T4rOYFp8FBDsWgiPrZ0j7PYyJjBuWPjfl1nFn6/d4vOdPNIQbmRSdho9PutRN3vJUedWcXnUOL697DTEvTtEKhF2kYv2vy64i7CKcXXXR3mPJUIpkKMXYyAROSizgmvpX8bPW2/lhy/9wZe11zE8uGlKfua2LCdfsIjH9ETLrLsEKCQqt0/u18AjV7CA6Zg2lzvFD6ktEpL9DjZiK9nvuAN4FZAhGSyWB3cAmYGa5XYR9IRbAPwMrgNcC/1WJgkVERERETkQjOUJof9fUv4pFqbNZ3vskz/Q+wbL04zzceS9JL0VTdAqX1b6Cy2pfwZTY9ENfrIL61nBKhapIhaqGrZ+v7vo0daEGvj39burDjbQXW+kuddJZamd7fgtPpv/Kd/Z8mSVd9/PRpi/QGBlb0f6nxWZRosgv23/MGxvfiWF4zsMsmLTS93puYgEN4UZWZJ4ecjBlxTjpldfgJdqxvQub79t5LzH9T0THraTYPY7sjlOG1JeISH+HCqYc8FmgzczSwDcO0G5L+bkG2Pv/EGa21jn3JjP78ZArFRERERF5CRiJEUIDGRdtYly0iSvqrtt7LOdnyflZasJ1wMBrMZ0I1mVX8aEJn6E+3AhAfXgU9eFRACxIns5VdTeyKvMs/7L5rTzUeS83jXpzRT+HOYn5XFxzFb9q/wkthd1cUXcdM2In7Q3jsn6GCBEe7X6IguWZGpt5iCseHiskKRWS/Y7suycrxsltP5Xc9lOxYuXW0xIROWgwZWZZ4MNHcL2/ARP2u4ZCKRERERGRQThaI4QGYmYY/Ubo4BHz4sS8+N5A6kQMpXpLaeYnFvGr9p9wZtX5e78HfZ9H31pbs+PzOL3qXB7v+ROvbXxLRWsIuTBvHfNPxFyce9vv5P7OX1IdqqUpOpkx4fHEvDgrM8+wI7+Vfx7/CRanzj30RYcou+XMYe9DRF6aKrefKWBmRaC1ktcUERERETma+qZLnYihy5FwzuEY+DM4kT+bZCjFtfU38dkdH+ZjW9/LDQ1v4OTEQlKhahyOkpUIuRA78lvYlFvHSfH5g+5r8Te+++KDoTzRMasptM7A8ingZrxUCz3Vu9mTbMVLrAevRKlrPPk9l/DhTAvwg0P2tfTW4V8PTERkMCoSTDnnRgOfBP7RzHKVuKaIiIiIyEjYP3TpC6oGOicnprOrL+Ifx3+M7+z5Eh/Zeiv14UamxmYwKTqN6lAtm3Pr+VvPI8xOzONNo99d0b7D1btJzn6YQutGspvPotQ9Fj/dSD7dWNF+RESOFYcdTDnnrjSzBw5w+t3A24CfAw9WojARERERkaOps9jOc5mn6Cy2UxuuZ0JkMk3RKUS96N42J+qaSkfqWPgcilZgTWYFs+JziXqxil3XNx/PeVxccxUX11zF+uwaVmWeYX12DZtz6+kotTE+MpF/HP8xTk+dQ0O4soFRuH4zfq4azCM5+2EyG86n2D4lOOl8wMAc4B3sMiIix40jGTF1n3NuJfDvZnZX30Hn3FjgfcDvgN875842s8fK504GvgR8xMyeqFjVIiIiIiIV0lFs4/vNX+XR7oeZHJ1GTbiejmIb7cVWPOcxMTqVc6ou5vLaa18QUr2UHa1Qqm9dJ8NwuL3rOwHszG/jMzs+xLem313RPj3nkfUz7C7sIOpiJL0Up6fO4ZyqSxgVGV3RvgYSrtlJfvdcspvPJDHjEarm/5p88ywy6y/EXrAwuYjIieFIp/KFgDudc78HbjGzbcCXCbZreB9wHXCXc+4qM3uwfOxSwK9YxSIiIiIiFfTZHf9G2EX4zOTbSHlVZP0sBcvT43exPb+FZenH+W7zl1mVeYZ3jP0gqVD1iNQ5XCOEjlTez/FE+lEWpc4h4VU2KNl/JNbB1rlKhap5ed1riHuJitawKvMsd7f9kHXZ1WzPbyHuJWgIN1IfamBMZDwLk2dwRd11RFxkWEaOhVJt5PecBH6EzPOXUmieSWL6o1QvuoPcjgUU9szBz9WUWxsc4PMRETleHGkwdT0wHfga8JRz7sfA3wGvNbN1zrmvANuAh51z1cDrgbvM7MlKFi0iIiIiUglmxorMsv+fvT+Pk+Msz/Xx663qqt579k2zSiNptFqyLHnf5EV4t1nMFiAEEg4mCTkJJ99wkhBCID9OHDgESHA4QCAYAgYcLwjjTd53W5Ytax+tM5p9n+m1uqre3x/VMxrJkrx1adr4vfTxZzzVrX6e6U1d99zP/fCFxq+zMLT0VZeviZ7DRYkreGbqEb7W9wVWRs5gQ/n1vvZzqh1CJ+rDLfxu+dg+Bu1+bhm42Zc+hBCM2sPsy+5mf243A/leAhjUGQ3MDy1mfnARFYEqACoD1Xyw+pNFFYcO5vby7wM3UxGo5guNX6PRbGXcGeNgrpO92V28nH6OWwb+iVuHv8NfNPwD62LnFaXuESQikMVJ1sx8b4+3kNz6HoJNL2LW7iFQ3kOuZzX2aCtKlFIoFL8LvOHwcynlvUKINcDzwJ8CP5JS/kII0QhsAL4opXSFEB8AwsDXi9qxQqFQKBQKheJ3ElceEUJO1ajYlDtJq7mQRyfvY13s/ONeJ6GXsaH8eh6YuJsHJ35dVGGqFBxCx0MIgY5+3MsSWhkfq/5M0d1S4LmVfjr8XTqzO1kUWkqD0cSUO8G+5C7uGb8dQ5isjKzhA1WfoNqow5E2uijeovEXU89guRZfaPwaugggpaTWqKfWqOfM2AV8mD/iUG4/X+/7At8b/DrtoY6iZkxp0REQLm4uVjjiPRekHSJ76CzsyXpCjS8TW3EXbqYca7CD7KGzi1ZfoVAo5oLXfBcXQvwv4LuFb6UQohb4FrAQ2A9cIYSoB34f753zp4XrfhzYqrKlFAqFQqFQKBSvh9munGmmHUR+iVUJvYyrK97H/+37IrbMc1XF+5gfXERUix/VT7/VQ8qdosFoLmr9uXYIzabH6mJn5mW2pbcwmO8jqIVoMlvpCK1kSXgF1UYdAIlAORvKr/elj2/3/yOLQ8v4u/ZvYGomKWcKS+ZIu2kG8r28nHqOe8Zv57nkE3yl+V9pDs4van1TmCTdSV5MPcu62HkIIXCkg4tbeC66tAYX8MGqP+Rb/V9hS+oZLi27pmj1hZ4n17sKmT+O+Ch17NEFJEcXECjvJtj4EkblQSVMKRSKtz0nFaaEEJcCNwN/hTfA/I/A1cAY8B7gPjzn1PeB24C7pZQHhRBtwLnAl3zrXKFQKBQKhULxO8GkPc6W9DNsTj2DhqDRbKXJbKM91EGt0XBCB1GxuKL83bjS5afD3+WF1FO0BBewOLScZrMNF5fdmW1sST1LWaCCD1R9oqi159ohNM2Lqaf58dAtTDhjrI2ex4rIGobzA2xLb+H+ibtxpUNHeAUfr/kTFoaWzmyuKzb91mFurPz4TMh8VI8TJU4F0Gi2sCZ6NldVvI+b9t/I/RN38fGaP0UXx3d2vRkuTlzBAxO/5j+H/pWQFmJl5Ax0oXvusVlPw1F7CA1BQBhFqw3gTNWSzZSB1Hh1ftSR7+3xZuzxRoSZLmp9hUKhmAte61+1h4ErgY/hCVHvBR4BrpJS5gCEEH8EPAHcKqV8d+Hvvbfw9e5iN6xQKBQKhUKh+N1hS+pZvtb7BaqNWhaFljHhjPHQxD0M5HtIuUnK9AouSlzBh6r/sKgjU8dyVcV7WRM9m1fSm3k5/TxbUs+yaWIjES1Ko9nKpWXXcGnZNbQGFxS17lw7hKb5Tv8/cU78Yj5Z+z8BsFwLIQS2zDNqD/NKejO/GvlP/nfXp/lK87/REV5R9B5ybpa1sfP45eiPODt+0QlHBeuMeZwRO5cXU8/M9FssYnqCP6r9c7478DU+d+gPaDJbaQ8tocVcQFWgloRezo7MS9w++mNuqPwwZ0TPKWp9pH6CzXsuoCGMDNIJgBsANKQVO851FQqF4u3FSYUpKaWL54q6TwjRAvwf4AOF7/9IStkppXxaCHEn8HUhxN1SygzwL0C3lHKLv+0rFAqFQqFQKIqBX+Nhr1Xz5t6/5saqj3N52XUEhDEjRlhuji5rP49PPsC943cwZPfzFw1fIqGX+dZPvdlIvdnI5eXXzRzLuVlybpZEoHym52LeT3PtEJpmypk4akxxuh9DGDSaLTSaLVwY38An91/HfRN30h7qKLpbKKiFuK7ig3z58Of4nwc/yrUVH2BFZA01gToMEcTBxhRBdmdeYWdm61sShdbe8h8nuGTalXQZRtV8Ost72BfuROjb0MwMwkwh7SC57ov4wUAZP3B+9Zq1Xrjp9bvsIosfwLViOKlK3FwMN1OOzEcBz50Wansaa2AJzuS8132bCoVCUeq8bh+wlLIL+LAQ4j+A/wJ+BqwtXPxPwDN4TqmfSCkd4BdF7lWhUCgUCoVC4RPHii1SyuMeLyY9+S6yboZl4dXEC4LTdF1TC7IwtJQWs52FoaV8uedznB+/lMvKrvWtn+k8KwCJREMjqIUIaqEZQaqY90cpOIQA8jLPefFLuW3kB5wVu5Aqo+a414voUU6LrGV7+qWii1LTrIis4QtNX+eHQ9/mX/u/iiEM5pnNNJqtxPUEB3N72ZPZzpmxC/h4zZ/40IH3+IrgFPnxZvIj7d5hLY/Q80g7CFLn1WN2xSjtIsw0oYZtSCuKk65EaDbSMWbEquC8l3FSVd7WPtefx0ChUChONW9oQF0IsRD4Ap4ANTV9XEr5nBDi96SUPytcLwR8CHhYSnmweO0qFAqFQqFQKN4qs10/GTfNgVwn4/YocT1BTaCeGqPeF1fOsQRFkHlmC7eP3srfNN4MHC2ESSkxNZNz4hezOLScJ6ce8lWYOtlGPD8EulPpEDoZhjC4tuIDvJh+hs8c/ACXlV3DaZG1NBhNRLU4AREgqIV4MfUML6WeY33Zlb70MZ1btSKyhq+3/pBJZ4LOzHb2ZHdwILeH4fwgS8Or+Ej1TSwLn0ZUjxfdwRaoPIBZvRdhptCCSUQgh8yHcZK12OON2FP1uJlyii5KAUiN9J5LCbebmNV7sSfmIa0IWmgKYWQwKg+B1AjOe4Vg3U5cK0pqu3+vB4VCoThVvNHkxGuBc4CNwF8AL826LCKEOCylbJJSZoUQNwP/Bvx9MRpVKBQKhUKhUBSH6U1wPxz8Fk9MPUiT2UZZoALLzZGTWaJanPmhRZwXv5Rl4VW+9CClpMao54aKD/PPfX9Lr9XFpWXXsCS0ghqjnpiemHEQ3T12GxPOGOfHL/Oll7lk7h1CHvNDi/jH5u/w8+Hv8+jkfdw7fgfleiX1RiO60Nmf28OoPcSliWv5aPVNvvSgCY1Re5ihfD+WzOFKl4geY33iSj5k/uFx/04xRangvJcx63fgZuPkR+cjczGEbqFFxtDjg4TangGpke06E2tgadHqzkZaMTL7LkAIl0BZL6ldG5C5GAiXYMM29NgQucOr0cwU0i1+CL5CoVDMBa/5biaEuBA4LKXcL6X8hhDibuBrwP8TQrwH+KSUsh8YARqEEFVSyhHgKeAMP5tXKBQKhUKhULxxpJR8ped/EdXifL31hzjSIe2mSLqTjNkjHMrt54Xkk2ya+A3vr/oD3lP5kaL3IITAlS6Xl19HlVHD7SO3cs/Yr3hYu4dqo46oFmPUHuZQbh8ZmWZD2fVcU3Fj0ft4vfiRwVUKDqHZfTSaLXxu3j+QdTP0WF3sy+6i2zpA1s2wNnoeS8IraQsuxNSCRe9DSsnm1NP89+iP2ZfdjSVzVASqCWsRDGES18toD3VwbfkHTjhq+FYJNr1Irm8lue61x1wiQbfQo8OEml4isuRepKuRH+rwpQ9pxUh3rie67B7ip91Bcvs1uOkqRDCFk6zB6i8EzwvHl/oKhUJxqjmpMCW8f23+FVgkhPhX4B+llPuAdwsh+oGzge1CiE8D+/A8rQvwRKrngc/42bxCoVAoFAqF4o3TZe1nX3Y332y7lbbgwuNeZyDfyy9GfsgPBv+FVZF1tIeKfxKuCQ0pJWui57Ag2MH+3B72ZXdx2DpI2k1TY9SxKrqONnMhZ8TO8S3X6PXgxyjfXDuEZvfRnTtAf76HKWeCnMwR1WI0B+dzVuxCygIVvvexP7eH7w1+nRWRNfxN49eI6p4w2Wt1020dYHt6C3eP/ZzbR37MZ+o/z5Xl7ylqfQCkhmZkjnOBACeIM9lIakcjsdVJgg3byY/OB8csfh+4yHyE5MvvIbr8N8RX/YrJ538fPTaEk6qa1a//47YKhUJxKnitrXxSCPEpvE18Hwc+WRjR+yae+PQ3wDLgVuAhvBTAFXii1ItAnRBikZSy07efQKFQKBQKhULxhsi5WRJ6GdvTW44SpqadM+AFbr+v8mO8kHyKe8fv4I/rP+9LL9MCR3mgkjWBs1kTPXvmMlvm51SMmsZyczyfeoI10XNOGFD+RikFhxB4j/njU/fz36M/odfqpjJQQ5leDnih6AFhUG/M48qK9/o21gnwSvoFAD5d9/9hCAMpJZWBaioD1ayInM6V5e8h62b4P73/m58Of5dVkXXMM5tf41bfGLmeVYQXPoqTqiY/1oK0Irw6S8rFzSbQYyM+iVLgbeCTgEZq+7VEFj9IbNXt6LFB0rve5VNNhUKhmDtec5RPSvkM8IwQ4vPA7wF/DfwpYAJrpZR/K4T4LV7uFMDywteteO/k1wDfKHbjCoVCoVAoFIo3R3uogzXRs/n3gX8mJ3NcGL+caqNuRpSaZtKZQBMapvDrBPxoXOkikQgEmtBmRCk/xteORUqJiwswU3+aQbufWwZu5nsL7ihavZJwCAH7srv4j8Fvc0X5u/lQtefSmrTHGbEH6c/3sie7nUcn7+OBiV/z4eo/4mM1/gxElOmVTDmTPD55P5eUXQ2AI21cZGFboktIC3NN+fv5l/4vsSX1TNGFKWtwCXp8kPDCRzAmGrAnmnBSVch8GIREaDaBsl7M6v1kDp1V1NqvRjC9+S+97wLC859CGJmjHVMKhULxO8LrTsyTUuaA/xBC/BRPaPofQKRw2RYhxLXA/wHuKxw7LIToxROwFAqFQqFQKBQlgi4CfKr2czjS4XsDX+eu0f9iaXgVy8KrqDcbsWWerekX2DTxGxaEOthQfv0p6etYYWwav0Wp6Ro6xx+NSmhlfKz6M0VzS0FpOIQAdma2EhABbqj88MyxRKCcRKCc+aHFnBO/mN+v+WP+rf+r3D32c86LX+rLWOfZ8Yt4aPIe/nPoOzi4XJK4Cl0EvEdk1sN/KLcXVzokCq6uYiLtEOnO9ZiTDZg1nYSaNoPmIvNhpB1EmGmEsMkcOvM4OVRvDT3Rh1nTSWb/ebNG9Ao/uBMks3c9ub6VuKnqotZVKBSKUuANr3IoCFSfEULcLKU8OOv4i8CGY64+X0qZf2stKhQKhUKhUCiKTVSP87mGf+Daig/ybPJRdmRe5hejP2TMHiEogjQF29hQfj3XVXyQOmPeXLfrCz1WFzszL7MtvYXBfB9BLUST2UpHaCVLwiuoNuoAT6jZUH59UZ1bpeAQAmgwm8i4Ke4dv4N3V/5eobbEwZnx7BjC4Pz4ZTyXfJyt6Rd8EabCWoRP1f4FtwzczP/t/Tu+1fdl2oILWRBaTIPRREiL8Ep6M49PPcBHq29ibey8InfguZNwA1h9y7H6VgKgRUbQw+MII4ObTWBPzgMftuGZ1XvRYwMgjzy/9Hg/Zv12AmW9yHwYe6wFy9VwM5VFr69QKBRzyVt5V+0VQnwWuE1KOXC8K0gp80KI06SUW99CHYVCoVAoFIrfSaZFAIE4Ja6gYxFC0BFeTkfYS2JwpIOGRtpNknEzVBu1p7yn4+FIB10UN+j5xdTT/HjoFiacMdZGz2NFZA3D+QG2pbdw/8TduNKhI7yCj9f8CQtDS4/K3yoG58Qv5pHJ386pQwjg9OhZrI2dz8+Hv0/SmeRd5TdQazSg4f2srvTGG7emXyAv89QZDW+p3tpb/uPVB4WNHh3FSdYC69DjzQQS/YxHRtgafAkt9ChCt3BzCXLd1/LN0QDflD9/zVov3PSJN9CZINT2FIHyHkDiTDaQPXw6broKN+3/+JweH8BJVzH94BvVewkvfASkhj3ejGYmCbU+g1G9l9SuDbhp5ZxSKBS/O7wVYcrAG+l7EjiuMFXgZ0KIh6WUf/IWaikUCoVCoVD8ziGEQBwTrjyXYtW0+BPV40T1+CnJdno9FFuUAvhO/z9xTvxiPln7PwGwXAshBLbMM2oP80p6M78a+U/+d9en+Urzv9ERXlHU+iEtzCdq/yffG/w63+j7ou8OoeMKQgWEWUV4fh3/mfs+/zl0CzIXw0lV42TKwdUJlPWiJ3rJ7L2Yz27aC0eGJo7LGxOEQE8MEFu2EWtwKdnuNThT9ThTdaDnEZoNUkPaoTd0m28I4RBuf5xg/Xbyo60IM0Vw3laCjS+T7VpL9tBZzM588gM9OoLVv3Tm+1DL8ziT9aT3XYTMxRBGmkCin+jy3xBqfJn03ovVVj6FQvE7w1sRpnJ478w5IUQFcDNwB3CflNIBEEKcDSwFPvdWG1UoFAqFQqEoFnPtVLLcHJ3Znbycfh5b5qkz5rEguJj5oUUEhPEqsWquKAVRajDfz/3jd/Kh6j8qqkA15UzQYBwZjTM1LxbVEAaNZguNZgsXxjfwyf3Xcd/EnbSHOt7UhsCTCUIeZ6DHG+fAITSNRFpR0rs3kNl3IYGyHvTYEHpklEC8HzQbJ1VDeu+FOFP1+CHMGJUHEIEcgUQv4fkZMgfPRebi4JjImc13PopC8UHM2t2k9lxGftAbU9SjQ0RX/JpQ82a08ATZQ2fhZsp9qQ8gjMz0/wGgBZNku9Z59wMg81HyI+3kDp+OUdOJMDJIK+ZbPwqFQnEqeU1hSgihAT1AGnAAHYhIKRsKH1YsvIDzT+Jt7ZsQQnwb+Cbwf4GHpJT3+tO+QqFQKBQKxRtnLp1KnZkdfK3v78jJLItDy7ClzRNTD9JnHQagJbiAixNXcl3FBwhqPrpESoiTObP6rG4emPg1H6n5dNHq5WWe8+KXctvIDzgrdiFVRs1xrxfRo5wWWcv29EtvSpQ6ORKEBClOvUPoGPR4P0LP4yRryI+0kx9tO6VunECin1zvaqzBxUQWPUR89S/IHDiP/OCSWdfy7zUZiA3gZhPkhxYBckaMy3atI7L4QczqvWjBKdJ7Ly6EjxdXJBNGBidZQ3jhowQbXyY/2oZ0NYSRnnUtr6aTrCbY+BLSihatvkKhUMw1r8cxJYA64BfAjcCtwEePcz1ZuN77gS8C/wtPtFpdjEYVCoVCoVAo3ipz7VSSUvKVnr/kwsQG3lP5ESQSDQ2JJOVMcTC3j2eTj/Kzke9x2DrATXV/RUgL+9rTa/Xrp0iXdTOEtPBMjWNznFzp0h7q4EvN3yxqXUMYXFvxAV5MP8NnDn6Ay8qu4bTIWhqMJqJanIAIENRCvJh6hpdSz7G+7Mqi1vcQRwVdgzhlDqEjJW1CLZsx67cjdAtpRUjvXY893oxe1kMgNoSTrsAebwQZ8K0nPTqCNbAEZ6qeqRc/RKjtaaKLH8Su30G2+wzssdai15yNdEzQbPTICE6qBlxPhNTMFE6qmlzPKoIN24gt30h692XYE00U876Q+TBTm38PPd6PUb2XQPlhRMDCrN2D1Xda4VoCLTyGUbsHJ11RtNoKhUJRCrzeUT4J/BmeMPVJji9MIaWcAn4ghDCA7wCjeGJV/1tvVaFQKBQKheLNUwpOpcPWQSacMS5OXEFF4OhA5YpAFU3BNk6PnsmS8Eq+2f9lzo1dwlnxC33p5fXglyjlSIcnph5kc+ppnk8+Tk7mqNSraTCbaQ91cHrkLFZF16EJjZieIKYnit7D/NAi/rH5O/x8+Ps8Onkf947fQbleSb3RiC509uf2MGoPcWniWj5afVNRawfKDoPm4ObiyHwYaQdBHhus7r/wYNTsxazdRX60jfzwAoKNLxNqfRa3fhuBRD/CyCI0G3uynvSeywujbMUWp6TnGEpVzdx29uC55IcXEmp9lkj7o1gj7Vj9y30bpbMGOwg2vkSk4wGy3WtxpmrRoyMEG1/CGliK1Xca+ZEFRBZvIrb6lyRfeTf2aFvR+3Cm6nFzMayBZd54o2bjOescgo1bCTa8gpQ62QPnFL22QqFQzCXF2nWqAUII8SHgY8CFwJ8AS4AHhRDrpHyNlESFQqFQKBTvCKSUwKnNLyoVp5IuAtQYddw/cSc3hf7quNeJ6nEuKbuau8duY9PkxjkTplJOkgO5TlZETi/6bf9s+HvcN3EnZ8cu5i/nfQVHuvRaXezJbufJqU38bPj7VAVquKnur7ggcVnR6087sxrNFj437x/Iuhl6rC72ZXfRbR0g62ZYGz2PJeGVtAUXYmrBorrHzIZtGOXdOOkqpB3EzcZxc9P/RZH5CG4+BE6wKPVORCDRhz3eRGbvRSB17LE24qf/HLO2k8y+C8mPtiECWaJL7iPUtJn0vovALdbpg4cWHQEpcHNxZgteTrKWzN6LMOp2EazffkRAG+woOJaKiNRJ77mUcPtjhBc8gdBshJnGSVWR6/UcS9KKkdp2PeH2x3Czxc12EmaKcPtjGOXduPkw+ZH55HpOP2pcTzoG+bEWrP7lhe2FCoVC8btDsf5lmf614tfwRv4+LaU8BCCEmAf8ClhbpFoKhUKhUCjexhx7cn8qhKpScSrNM5vZUHYD3xv8OgNWL5eWXUt7qIMyvQJTC2IUcoyeTT5Gxk3RbM4veg+zkVLi4gIgEEeN0W3LvMgPBv+F/7fgv4te8xejP+TvGr/B2ti5sy45snVub3YXPxz8Ft/o+yK1Rn3RN+JpQqM7d4D+fA9TzgQ5mSOqxWgOzues2IWUBSpe9XeK+fzMdq0lEB/whKGJeRjV+xG6BQikbeJaUU+kypQh8yFy/ctnxsuKicxH0CsOHZUnJe0Qub4V5HpWzxxL77uISPtjXuB2IYy7WOjhcezJ+uNmarm5BLmuM7EGlhBs2EZw3isYFd1MPvfxovYA4CTrSL5yA0ZFN1p4DDebwB5vLvTlFpbyCTL7iv++EF1yL4GyPnJ9y0FIgg3bMWv2ktp5hRc4LwNYfSsBCLc/Ss7VcdNVr3GrCoVC8fahGMKUxMuSuktK+W4AIcQFQojPSSk/C/wlcEYR6igUCoVCoXibMe0ykVLSn+9hZ2YraTdJZaCGRrOVJrMFXRTXgXE8SsmpdGPV75PQy7hj9Kd8d/CfqQrU0GIuoCpQQ9KdYndmO13Wfs6PX8pV5e8rau1jM5yEEOgcP+S63mji2ooPFLU+wJA9QFSLMZjvBY6IY9MCmYbGwtASPt/4VW468H4enPh1UYUpV7o8PnU//z36E3qtbioDNZTp5YAXih4QBvXGPK6seC/LwquKVveoHtLVZPafT6jtGVI7r0TaIYSZQo+MoMeG0aND6JExAmWHEZpNrne1L31Yw+0EG14h2LiFXN8KcA2SO65EaA5HjexJgRaaROaKvwUuP9qGk6wG93jPQwlIZC5B9uC5ZLvPQA+PF70HhEMg0YcWHseebCA/suCYK2heK36gWwTKD5PuXI/VtwLQsAY7iLQ/Rnz1r0i+ch32eAvgooUnCDa9SO5w8V2MCoVCMZcU45Pg/wRGgFeEEP9QODYP+LgQIgkYQBDPNaVQKBQKheIdhBCCXqubb/f/I3uzO1kYWoopTMacEcbtUQxh0hZcyIWJDVyUeJdvfZSaU+ld5TdwevRsdmW2siPzMgdzezmY20dcT7A4vIxrKm7kwsQGwlqkaDWllGhCo8fqYn92NwdynYzaQwS1EPVGE+2hDtqCi0joZQC0BhfQGlxQ9AD0ikAVZ8Uu4ifD/057aCkd4eXohT+zEQhqjQZ6rK6i1QbYl93Ffwx+myvK382Hqv8QgEl7nBF7kP58L3uy23l08j4emPg1H67+Iz5W85mi1p8mP9ZKoPwwwcYtZA+dg7Si2Fa0IEJMI9GCU77UB3BT1WS7z8Co2k9+rMVz4ThBpFO4gmajxwYJtT6DPdGAL7lXbgA3W+79v3CPydoSs2pKcII4ybri1tfyhBc8iVm3E5kPg9TIHDqT/OASjKr9GNX7cDMJrJH2wka+4qKHxwv3QQIvHQWciUamttxIbOVdRJdvJLX9GuzxFu+5IHXcXPEz1xQKhWIuKYYwdSFgA6cBLwJrCl8zwIeBLGACny1CLYVCoVAoFG8jpJR86fCfszi0nD+f/0UsaWHLPJabY9KZ4FBuL5tTT/Gt/q+wL7ub36/5jG8Oqrl0Kh2PWqOeWqOeCxMbZo5Zbg4htBmhrJgIIXh26jF+PPwdJp1xloRPo1yvZMIeY09mBxvHfkFIC7Mueh4frP5DQlr4VQ6rYmAIg/dWfpQDuU4+e/DDLA+v5rTIWlqC7VQbtVQGarDcLD8Z/i79Vg+frvvLotbfmdlKQAS4ofLDM8cSgXISgXLmhxZzTvxifr/mj/m3/q9y99jPOS9+Ke2hjqL2ABLcAJl9F806VhgXm3YqSU+U8UQI/zb05XpOxxpaNCs76kgts2Y3kY4HsScaSXde4kt9gGDTZgLxAdx8hFzfiiMCkLARRtYbpytyttU0Zu1uAuWHyXatxR5v9hxk87YSrN+OHhnFzUfQ4wMEKg+R2XehN1pXRKRj4FpRjOp92GNt3kHhggyQ3H4N0aX3El1yP8lXrkcLj+Pmoie9PYVCoXg7Uox3+PcCk0CPlHKdEMIFzgZuBx6WUhZ3v69CoVAoFIq3DV3WAfrzh/n8vK9SazS86vK1sXO5pOwq7hn/b/5z6F85M3Y+KyJrfOtnLpxKJ0JKyfQfAF3omJoXdu2HICSl5Jv9/8DVFe/n96o/hZSStJvCkllSTpLefDfPJR/n9tFb2ZJ+jn9s/jdftuFJKWkOzufmlu+xaWIjz6eeZHPqGV5IPYVAY9juZ8QeYmFoqS/h5w1mExk3xb3jd/Duyt+beRwcHC9GCE88Oz9+Gc8lH2dr+gUfhKlZItOMS+hk42J+5a95IpS0Zo/oHanl5hIkt13rubh8EYYkwcaXCM9/CnuiESM2jFm3g6ktH8Qo78Zs2AZuAHuygWz3mmP6LA56dBhnst7L1HIN0lP1xE//OXrZAKkdV2FP1aEZGSJL7ifU9CKpPZeBYxaltpQSN1NBtvsMIosfxE1XkOtZU3g+eA6xdOclxJZvJLJ4E24+hJOqKUpthUKhKCXeyL8w8pivx7ts9vedwLnACYUpIUQZ8PNCH0ngA8AtwFLgHinlVwrX+0ExjykUCoVCoTg1SFwqAtU8nXyE+aFFx71ORaCaq8vfx8MT93Df+F2+ClNw6p1KJ0IIgTiB4FBsUQqgJ99Fyk1yevSsmfpRPUaUGBWBapqCbZwZu4BLElfxuUN/wGOTD3BVxXuL3sc0pghyZfl7uarifUw5Ewzk+xizhwFBa3ABES3qizB2evQs1sbO5+fD3yfpTPKu8huoNRrQCmNUrvSyrramXyAv89QdR1B9q+ixAYzKQ6A5SNsEV0c6QZxsAjdTftQ2Nn+ZluKO/zy0x5t9ra6FJjCqDpDrWU1m/wUgHCILHyF++m0gNc/JBRg1nQTKu5ja8sGiC2RuLoFZu+uocHk7WUt+rIX8SDsAjhUjvedSosvuQTMyuEUSprwRWYnVtxJpm8c87t5jInNx0p0XE11+D0aij4yPzjWFQqGYK17vO7sA/qTw///fMZcdT5SaFqZeKzHz94D/K6V8QAhxC/BBQJdSniuE+I4QYhGwspjHpJSdr/NnVigUCoVC8RZpCy7kgvhl/Gjo24zbo1xadjVNZhthLYJAzGQX7cvuwsZ+1cY8PzjVTqVSIaJFaQ92cNvwD/j7pm+eMDdqntnCkvBpvJB60hdhysXlickHOJjbx1C+n6ybIaGX0xKcz6LQcprNNhKB8qLXnSYgDP6g5k8B+NXoj/nJ8HepCtQwP7iIRrMVUzPZlt7CjsxL3FT3V6yNnl/E6i7BxpcJztuKm4tBIWRcCDnz/9IOketdSX64HaSPiwGEXbj9k7mx/BshBBBmBoD8WCFXS+pYgx0YtXvIHj6dXNeZAOS6J4gu/zXB+m1FD4K3hhYSan6BSMcDZPafi8xHyey9yHOyze7VSKOZ6UIWVDHx7t/80Ildec5UA5l9FxBe8AT2ZHFHCRUKhaIUeCP/2v0vIA188Zjjt+JlTAkhxEN4764PAdVAoxCiRUp53NRKKeV3Zn1bA3wE+JfC9w8B5wOnA78o4jElTCkUCoVCcQr5RM2fYYogvx67jYcn72F+cBGLw8upMxqx3CzbMy+xJfUMq6NncWX5e3zv51Q7ld4MfghklYFqrqn4AN/s/zL/q+sTXFX+XjpCK6gM1BAQARwcQiLMc8nH6c8f5qzYBUWtDzBqD3PbyA94auphms35tIeWIBCM2kM8PvUgG8d+SVSPsaHseq6uuPEt1Vp7y3+8xjVaEMbvEUj0k4oNcjgyhBbcj9DzOMlqcr0f4B+nsvwjP3nNWi/c9InX1ZMeHyTYtIXsoTOx+mdtGhQ2WmgSPT6IWbub6LLfei6ivRe/rtt9o+ixQeKn3+YFnmcTOOlKnGSN59bKhzkiRvknSgE4qSqEbmHWdGKPtQIgHZPsgXOxRgoLCITr9ZiqRo8NFbkDb+Nfate7MKv3IgIWMh/1RumkF8YvjAxG1X6CjVvIj7bi931yIvJDi8mPzPcta0uhUCjmktd8Z5NSOkIIXUo544wS4qhPSvuAUWBL4fvtha8asAxPDPqvk9UQQpwDVAAHgZ7C4UlgIRAt8rFja38K+BRAS0vLsRcrFAqFQqF4iwgh+Ej1p1mfuJKt6RfYmn6BZ5OPMW6PUh6opNFs5cPVn2JD2fWUBSrmut2SwC+B7JKyqzCEwc9Gvsc/9f41YS1Co9nCPKOFoBZid2Yb3dZB3lv5Ua6r+FDR6z8++QAvpp7h75u+OZPbZLk5sjJL0pnkYG4vmyY28s3+L9Nl7eemur8qeg8gQXgfa2U+Qn5kAfmRNu+Y1E/+V98ienQYXH1mRM1zLekgA7iZStxMJfnBJYTmP0Go8WXyQwuxJ5qK3oeTrMEa7MCs346bKceo3l/Y+CaQVnRGqLKnanHTlTiZ8qNG3YrXiEm2ax3hhY9i1u3AGliKk6zFSVYzIwBJDT3ehx4bwupbcdKbe+N4NezxJqQdxJ0ZpTsiPhmVBwjPf4L8eAuZfcUXa98QfjwGCoVCUQK8Lsl9tihV+N4VYiaE4etSyheP9/eEEO8H1nMSYUoIUQl8Gy9E/S+AcOGiGJ64lSzysWN/tv8H/D+AtWvXnjByUqFQKBQKxZtHCEFTsI2mYBtXVRzZeJdx07jSIarH57C7I5TCKN+oPcxTUw9xVfn7itrL9M92QeJyLkhczpg9wp7sdjozOzhk7SflJrkwsYG1sfNYFFrmS97WYesQMS3BPPNIdpGpBTEJktDLmGc2c258PT8c/Bb3TdzFhrIb/Akel8e6XqaDxwuilfTnOeBmyhGBHOHWZ8nsP3/WqJ70RseEC65BfmgxZu0e9ESfL8IUCNJ7L0YLj+NM1ZPtWosWTHqurcgIemyYQOVBzIZtiECWXO8q37KN8iPzEUYGEIUgeJ2Zj+zC9bbkNW/GzZSRH1lQ1NrCTBFufwyj7DBuPoI93uRtBUwfGSl2UtWkdl7ljdApYUihUCh84a14QTXgLiBzkuv8AfDkiS4UQph4o3b/W0p5SAixGc9h9QywCtgNHC7yMYVCoVAoFHPAdLYTgESiC31m+10pCEJw6kb5XOkikWhor8p6Opjby3+P3so1Fe8vak1NaPRZ3YzZI2RlFoEgoZfzrvIbqDFOTW7NOfGL2TS5kd+M/ZLrKj6EqR0/RLo1uBANjV6ru6jClFGzxxvVS1cic1FcK3JMjtNs0arY+UoSe6KJXO9Kgk1bEGYaq3/5EcFD6iB1hJEm2PAKSIGTqi5i/WNwTHK9p2FUdIGQBadSLXkWgnBAs9ECObTQ5CwnkR9oR481zkLoFmbDNuyJRjL7LkDmi7stM7rkXgJlfeT6loOQmLW7MSoPkdq1AWeqHvDuF5CEFz5KrnflUaKVQqFQKIrDmxampJQ54N2vcZ2Nr3EznwTOAP5GCPE3wA+Bjwoh5gFXAmfjfSp4vIjHFAqFQqFQzAGlnu3kl1NpNo500IV+wtuXUtIWXMif1f9dUevm3CyPTd7PPeO3020dAKAiUEVQhAgIg3K9giXh07iu4oNE9ChSyhOGo78VVkXWsqHsen46/F12ZV7hgsTlLAgupiJQhYvEcnO4uGwcu42qQE3R3VKBsl6C9ds8Ycoxkfkwbi6Gm4vjZhPef7nYMTlLxcK7vVzP6UgnSLB+G+bKTqRj4FpRbzufYyKCSfTQBOnOS7BH24rcw2wk+cEOZC6GdI5xAkkdHB3XCeLmir8ZcQbdwqjaj2amcaZqsafqjnIlSTvE1Obf8612oPww6c71hRFBDWuwg0j7Y8RX/4rkK9dhj7eAcNFCkwQbt5Dr9ndjqEKhULxTmdP0PCnlLcAts48JIe4GLgdullJOFI5dXMxjCoVCoVC805h2K83ehPdOZC6cStO8mHqGV9KbeSn1HOPOKGV6BS3BBSwJreT06Jk0mM0IIagMVFMZKK5T5smpTdw+eisXJC7nG9X/CcBwfoDefDeHcvvZmn6BW4dv4Y6xn/K/Gv6BdbE3v4nutUPHKwg2r+ahhud4ZPI+cA3cbBw3FwckgUQ/bj5Eatt1XJd64KS39HpDx6fJdq9Bjw6jx4bIDy1ECyYJlPUgdBspBbgBZD40IxRlDp4DTvAN1XgtpB0id3gNuZ5V6PEB9OgImplCmGmEZiNTVaT6VuBmKota99UU8pV8GRV8bfTYAOEFTxAo60XaJtINYA0uIXvorELAt8vMSJ+eKzwOxXOx6eFxcAOFLXteHWeikaktNxJbeRfR5RtJbb8Ge7wFLTgJUvdXpFMoFIp3MCW31kFKOcaRTXq+HFMoFAqF4lThSm/l+FwLQsdzK5WSWOWXQ2eauXIqTXPn6H9x++iPaQ8t4fKyaxFCo9fqYn92Dz9J/jvf7P8HOsIr+OO6v6YjvLzo9V9IPUWT2crvVX9q5li1UUe1UcdpkbVcW/F+hvMDfKH7T/nZ8PfoCK0gESgveh8eGrnuteS61yIC2YI4M4wWHgfHINezmvx4MzjHH/N7K8hcgszBc4gseohs1zrcbDkikEELT6CHx9AiY2jhCbTwBGJGDCki0w4hI409VY8zVY8zOc8bnUP4lm11/D4OoBlpnFT1nOQnBZteRI+Mkt53oRfAXrWfUPNmAmW9pHZcibRiTAtRseUbcbNlpPdcVrT60041o3of9libd1C4IAMkt19DdOm9RJfcT/KV69HC47g5P8cZFQqF4p1NyQlTCoVCoVAUi+ndHXMpuhxPCDmVgpDl5ujM7uTl9PPYMk+dMY8FwcXMDy0iIIwTjtadavy8H+bSqQTe4/2joX/lcw1f4oLE5a+6PO2keCn9LP859B2+ePiz/HPL92kOzi9qD41mK/eN38Er6c2sjJyBlBIXBxdZeD66VBt1XFXxXn4+/AP25XZzeuCsovYAeCf+AHgB49IOYY+1Yo+1HufKxc548nAmG7AGlmDW7yR78BykHcaZChcyhY7UFma6qHVf5RCSOtbAErKHzi44hGThP0DPF4S54t8Hb8ypZPnWR6C8F2twCVbvKgDssVbyw+1El/6W2Mq7SL5yvSdOaTZaaOrIJsMiIKXEzVSQ7T6DyOIHcdMV5HrWFIRBCU6QdOclxJZvJLJ4E24+hJOqKVp9hUKhUByNEqYUCoVC8TvLsWLHqRSqJu1xtqSfYXPqGTQEjWYrTWYb7aEOao2GUyIIdWZ28LW+vyMnsywOLcOWNk9MPUifdRiAluACLk5cyXUVHyCohXzv50RM2uNsTW/mvPglRX9s5tqpBDCQ7yUgjv7INTsIPqJHOTd+CR2hlXzqwHvYNPkbPl7zJ0Xt4cry9/Dk1Cb+38DX+XD1pzgnfjE6AXQ4Sm84kOtEExoVAZ8Cnl/lCCpso5sWZKTGkSXKPr1GpEaue92r+zgKgSxy4PfxHUIvEijrO45D6NdFdwidvI8TOZX86wPHQARysw642OMtTG19L/GVdxBdcj+pHVeCAC04iTPZULTS3vuMxOpb6YlzRz3W3vNO5uKkOy8muvwejESfb1sJFQqFQqGEKYVCofidoVRGxuZqPGx6FExKSX++h52ZraTdJJWBmoIo1IIuTs0/e1tSz/K13i9QbdSyKLSMCWeMhybuYSDfQ8pNUqZXcFHiCj5U/Ye+OHTAuz++0vOXXJjYwHsqPzKTqySRpJwpDub28WzyUX428j0OWwe4qe6vCGlhX3qZ7sflyHN0tpNsd3Y7Pxr6NucnLi16zbl2KgGUBSo4PXoWPx7+DkvCK6kx6o87WhnUgrQFF9KZ2fGm6rxWtpNetoLIgsf5Quaz4Bg4qWqcVBVONgFSYFQeIlDeTXrXFbzvgUeBx054W2802wkgsuRepBXFnqrFzVTgpCuObKN7Ff64pY4wyxUEPtfymEuHUOn1Icn1LSfc/hj5kQXkR+bjPR4SN1VNcsfVxFbcTXjBk159zfVhQ6H3mOeHThyw70w1kNl3AeEFT3jjjgqFQqHwBSVMKRQKxe8Icz0yNs1cZRkJIei1uvl2/z+yN7uThaGlmMJkzBlh3B7FECZtwYVcmNjARYl3+dIDeD/rzb1/zY1VH+fysusICIOw5q04t9wcXdZ+Hp98gHvH72DI7ucvGr5EQi8reh+HrYNMOGNcnLjiVe6XikAVTcE2To+eyZLwSr7Z/2XOjV3CWfELi1b/2MwoIQQ6xxMgoNls42M1nyla7WlKwakEENYivLfyY3y15/P8j/3v5ez4xawIr6HRbCGhlxPXEwg0bhv5D3qsLl96AFkIdv4geqKXQKIPPTI6E/6NZuMka0m+dKNvYdjSihBsfgEzH/bEKAluPoKbKfNEsmQNTqoKN1uOP0KRBCEL5qg5EO/n0CFUen0Icr2r0KMjmHU7yY+2HfW4OJPzyOy7kMiih9HjAwVH09z8wiU/tNgTzlx12qRQKBR+od5hFQqF4m1OKYyMwdxnGUkp+dLhP2dxaDl/Pv+LWNLClnksN8ekM8Gh3F42p57iW/1fYV92N79f8xlfHFQ9+S6yboZl4dXEC4LT9AihqQVZGFpKi9nOwtBSvtzzOc6PX8plZdcWvQ9dBKgx6rh/4k5uCv3Vca8T1eNcUnY1d4/dxqbJjUUVpoQQ7MlsZ1fmFXZmtzJmjxDRojSbbSwNr6IjvJyKglus3myk3mwsegD6qXIqvRZSSpaEV/LPrd/n7rGf83LqeXZkXiYsIsT0OJPOBAdze6kKVPOx6pvYUHa9D10IL+Q7mPRcUtOB20KeshPubNeZaKFJtMgYue61aMEp77/QFEb1XsyGbQjhIN0A0ooxteUDRe5AgDze88v1NI8ZYcQfUWzuHUKl1AfgBsgcPIdAbPC4oe/WwDK00CShtqfJDy32p4fXyykOhlcoFIp3GkqYUigUircxpTAyBqWRZdRlHaA/f5jPz/sqtcarf8O/NnYul5RdxT3j/81/Dv0rZ8bOZ0VkTdH7CIog88wWbh+9lb9pvBk4OtNKSompmZwTv5jFoeU8OfWQL8LUPLOZDWU38L3BrzNg9XJp2bW0hzoo0yswtSCG8E60nk0+RsZN0WwWd4Rt08RGfjL8XWJagtXRM2ky2xjM97Il/Sz3jt8BQrA6so5P1v45tUa9L1v5SsOpxIxbsNZo4A9r/5y8zDOc76fbOshAvg8pXdpDS6gz5lFt1PrQgUuo5QX0+IAnBEXGEcLBzcW8jWzjTeTHWnDTlfjpSpF2iFzPam8saqoOd2ApaHlEIIdmphFmCi2YRAtNIGZC0ouDHhsgfvovsYYW4mbKsadqcZK1hTwl7dURU0UfJSwVh1Bp9CHMFOH2xwgk+pD5EIGKbnK9K3HT0+5O7/7PHjrTc/P5JY4pFAqFoiRQwpRCoXjbUiqr7ucyU6kURsZKJctI4lIRqObp5CPMDx0/E6UiUM3V5e/j4Yl7uG/8rqILU1JKaox6bqj4MP/c97f0Wl1cWnYNS0IrqDHqiemJmcfo7rHbmHDGOD/uQ6hwgRurfp+EXsYdoz/lu4P/TFWghhZzAVWBGpLuFLsz2+my9nN+/FKuKn9f0epKKbll4Gb+oOZPubriRgDyMu99dS2G7H5eSD7JL0Z/xOe7PsXNLd+j2qgrWv3Zfcy9U8kbs30x9TQ9Vjdj9jB5mSeuJ2g0Wzg9eha1gXpMLehLbYDwokcIxAbJj7aSO3w6bj6EZmTRoyPoZb2EmjcTanmezP7zsQaW+dYHgD3RSPbw6eiRUU8Icw2kZeBYsVnXkqA5Ra3rpCuxxxsx63YirSghPe9tnHMDuNkEdrIWZ7IOe6oBJ1Xlzya6UnEIlUAf0SX3EijrI9fvPd/Mmj0YFV2kdm2YtR1xevRSw0mqjXgKhULxu4wSphQKxduWucoyKpU+SmVkbK6zjKZpCy7kgvhl/Gjo24zbo1xadjVNZhthLXLU47Avuwsb25etY0IIXOlyefl1VBk13D5yK/eM/YqHtXuoNuqIajFG7WEO5faRkWk2lF3PNQXhxi/eVX4Dp0fPZldmKzsyL3Mwt5eDuX3E9QSLw8u4puJGLkxsmBHMikFf/jCOtGkwm2eOTTu0DN2gVW+nNdjOWbELuenA+3l48l5urPr9otWfZu6dSt6o7V1jP+PBiY0EtSCtwYWYwuSwdZBnko+Sdy2qjTquKn8f62Ln+dCBJFi/g+S2a7HHWmeOuuBlSfWuQosME2p5nsiS+3BzMezxFh/6wNu+J7XjhE0fKwCJ4o8Xugap3RuIrbwDe7wZq38ZWngCLTTpZW1FRjFauhGBLGgOuZ7VZPauL1r5UnEIlUQfukWg/DDpzvVYfSsADWuwg0j7Y8RX/4rkK9fNPAe10CSh1mcL11MoFArF7ypKmFIoFG+KaQFkLpxKc51lVCp9lMrI2FxnGc3mEzV/himC/HrsNh6evIf5wUUsDi+nzmjEcrNsz7zEltQzrI6exZXl7/GlB01oSClZEz2HBcEO9uf2sC+7i8PWQdJumhqjjlXRdbSZCzkjdg4B4X92Sa1RT61Rz4WJDTPHLDeHENqMYFRM4nqCpeFV3Dp0C0vDp51Q9EoEKlgUXsbW9Au+CFNz7VQCeHzqAR6bup8/a/hb1kTPASDlJJlyJhixh+jMbmfTxD38TfdN/EHNZ/lQ9R8Wtb4wU7j5MIFE31HClIf3Pu6mq0nvupJAbAizYbt/wtRx3DnT2/GEkULaoRNs6CtSeSuK1bcCPT6Ek03gpGq8+pqL0C1EIIcw0uiRsaI7dErFIVQKfejh8Rmn2vRmRC+Y/0ZiK+8iunwjqe3XYI+3oAWnQOq4uUTR+1AoFApF6aCEKYXibYIrj6xZn8uxtWmO7eFUCVWlkGVUCn2U0sjYXGcZzUYIwUeqP836xJVsTb/A1vQLPJt8jHF7lPJAJY1mKx+u/hQbyq6nLFDhax8A5YFK1gTOZk307JnLbJk/JWLUbKYdfNPb6HShzwgyrnSPu9HxrRDXy3h35Ue4ufev+cyBD3Bp4mqWRVZRa8wjJMIYwsDUgtw3fgc9VhcfrPpkUetDKTiVPDqzO6kM1HBaZO3MsageI6rHqDcbWR5ZzQ2Vv8fXe7/Ib8dv54LE5TSZxwpIbx5pxbD6lxFqeR43Fyc/2jorN+jI+7UWmsDNh4/Z1lYkhE106b1erlS2DDcXw01XIO0w08JEZNEjpPdeVMh88o9c3wqM/H6EmH41aOBqXuB6PgKZCpzJxuIWLRWHUIn0IR0D14piVO/DHmvzDgoXZIDk9muILr2X6JL7Sb5yPVp4HDcXLXoPCoVCoSgtlDClULxNON6J46kaW5sOJZZS0p/vYWdmK2k3SWWgprABrsWX7WbH66MksoxKoI9SGxmbqyyj4yGEoCnYRlOwjasqjtTKuGlc6RDV477WPxZXujOvU01oM6KUH2HfJ+J446bTFFuUmmZd7Dy+1Pwtbh/5Mb8Z/yV3jP2UqkANtUYDrnTYk91Bzs3y4epPcXV58Z+bc+1UmmZN9Gy+1f8VHpq4h8vLrpt5zF3pIhDe+4fQWB1dx4upp+nOHSiqMAWQ612JFpogvOBxzPptOFP1OOmKgkNJQ2h5zLrdaOEJ0nsuLWptAGHk0MIThGs6cTPluLk4Qs8j7SBuNo60Qxg1e9D7lmPbQR83oEmQgWNyk6QnikBhY1/xXw+l4hAqhT6klLiZCrLdZxBZ/CBuuoJcz5qCm06CEyTdeQmx5RuJLN6Emw8VnG0KhUKh+F1GCVMKxWsw1wHbk/Y4W9LPsDn1DBqiIAS10R7qoNZoOCVja0IIeq1uvt3/j+zN7mRhaCmmMBlzRhi3RzGESVtwIRcmNnBR4l2+9VEqWUal0kepjYzNRZbRiZh+3YKXM6QLfaauHw6hk3GiWqXgfPSL6ft4WXgVy5q+TtpJcdg6yL7cbnqsQzjSYX3iKpaEV9JktvlyX8y1U2maM2MXsC52Pj8Y/Bf25/awPnElrcH2GbE67STRhM4jk/cS1WM0m21F70FaMdK7rsCs20Gg8hCBsh6MikNI1wDhoplJnEwF6V3vwh5vfu0bfMP1o6R2Xklk0Sb06Aj53tNAamihKYSeI1DRBW6A8PynQEjs8SYy+y4qeh8gCVR0ITQHJ1OGm6nwBBEfxwehdBxCpdCH91qXWH0rkbZZcO/NXOr1mYuT7ryY6PJ7MBJ9ZDovKXofCoVCoSgtlDClULwGcxmwvSX1LF/r/QLVRi2LQsuYcMZ4aOIeBvI9pNwkZXoFFyWu4EPVf0hlwL9VylJKvnT4z1kcWs6fz/8ilrSwZR7LzTHpTHAot5fNqaf4Vv9X2Jfdze/XfMYXB1WpZBmVSh9QeiNjpzrL6ETMhUPo7YofQp0mNPZktjNsDzLpjONKl7ieYEGwg/Pjl86E9fvJqXQqrb3lP056uQg0EWpr4pd1t/GrkVuR+dDMSBtSECjrBd0m9cp13DDx0Elv64WbPvGGeouv+S+cdCWZvRdhDSwrbN2TaKFJzxWjOTjJamTe33EpN11JuvMSIoseRo8Pkulcj3QCIANEFj8AwiXXsxotPI6Trix2dYJNWzDrdyCtCGg2engSEcgg7RD2ZAP5kQXkh9s9F1kRKRWHUKn04eG9Fl8dgn8EZ6qBzL4LCC94Anuy/oTXUygUCsXvBkqYUpQsc+1UmutgayklN/f+NTdWfZzLy64jIIwZx4fl5uiy9vP45APcO34HQ3Y/f9HwJRI+nex1WQfozx/m8/O+Sq3R8KrL18bO5ZKyq7hn/L/5z6F/5czY+ayIrCl6H6WSZVQqfRxLKYyMneoso7czjnTQhb9OjddDsR+TlJPkvok7uW/8DsbtUWqNBiJ6DFe62DKPIQxaggu4tuKDtAYXvKXn50kFIS1PZHE9/5T+//Hlwf/GGuzASVUdGRPTc4AguvQetFCeP3tyM25m/wlv7o0KQkeQSDtEZu96MnvXo8cG0OODaGYSLTQFwiF76Cys4fbi5yvpFnp8ADSX6NJ7yRw6C2eyHtA8YSzrv0A4GzddRbrzYmLL7ymMjV2NtANo4QnssdaCaMaR0boiEV7wBHqiH6tvBfZUHTjec0AYGfTYMIGyHsJtT6PH+8keOK+o4lSpOIRKpY83Qn5oMfmR+cXf0KhQKBSKkkO90ytKlrl0Ks11sDVAT76LrJthWXj1jLtgOmDc1IIsDC2lxWxnYWgpX+75HOfHL/Vl4xqAxKUiUM3TyUeYH1p03OtUBKq5uvx9PDxxD/eN3+WLMAWlk2VUKn3MphRGxt4OTqVTKdSdjFIQpUbtYZ6aeoiryt9XtMfn8akH+O347by/6hNcXnhPGrdHGbGH6LMOsyPzEo9M/pb7J+7iM3Wf54rydxel7qtwDTJ7L0K2PYNZv51g0xZkPoybKTiVEATKemacSm7GrzB8AcLxvkoNJ1mHm0ugxwZwhxbjZspnjZJJKOIvPQKxQaQTJLPvAoLzXiay8FGyXWvJDxfex2eylU7Va1PipquZeulGYivvJLb6V0y98BG08DjWwJJZVytuP0b1PnI9q8n1nP6qy+zxJqyhRZhV+wgvehiZi5HtOquo9UvHIVQqfbwBfMsbUygUCkUpoYQpRclRCk6luQ62BgiKIPPMFm4fvZW/abwZOFpgkFJiaibnxC9mcWg5T0495Jsw1RZcyAXxy/jR0LcZt0e5tOxqmsw2wlrkKJFwX3YXNvarcpeKTalkGZVKH4o3RimIUoP5fu4fv5MPVf+R7wLVtJNOQ3vVz34wt5f/Hr2VayreX7R629NbaDCaZkQp8EZNywOVtIc6OD9xKZ+s/TO+0P0n3DH6E9ZGz6XaqCta/dlIO3yMU2kAPTqCFkwCkmzXmVhDC33bBGdU7cOeaCw4cLxfLASbNhNq3gy6jbRN3GwZ2a612KPzKaYoBaAn+nEzZdhjrdgTjYQXPE506W/Jj+0gs/983LS/79VHI73/hETmw0y9dCPRZb8hfsZP0YJTOCn/xtHdbIJARddxhSnQkLk4ud7VBMp6MWr3kOtb6W3oO8WUikOoVPpQKBQKxTsH9S+OoqQoBadSKQRbSympMeq5oeLD/HPf39JrdXFp2TUsCa2gxqgnpidmxI67x25jwhnj/PhlRe3hWD5R82eYIsivx27j4cl7mB9cxOLwcuqMRiw3y/bMS2xJPcPq6FlcWf4eX3uB0skyKpU+TkapjIyVwijfpD3O1vRmzotf4rtAdTJnVp/VzQMTv+YjNZ/2rf70436i+1xKSVtwIX9W/3dFrdsRXsGtw//OU1MPc258/UwvLi7eMBEYwuCixBXcOnwLB3KdRRemjJrdCM3BGlhaqOg5lZykPwLYiQi1PotrRUl3rkfmEhg1uwnPfwpreCH2WDPCyGBUHiK28k5SO68iP3hiJ8ubIZDow0lVAhLcAJm967H6lxNuf4z46l9hDS3C6l+Gk6zxPQDcE93EtD4HboD0nksJtz9e2P7mjzgIkO1eS+y0/yay9LdYfctxUtUzGwln0GzQbXADyHzxf9n0uikVh1Cp9KFQKBSKdwRKmFK8Cld61v5Tne1UKk6lUgi2FkLgSpfLy6+jyqjh9pFbuWfsVzys3UO1UUdUizFqD3Mot4+MTLOh7HquqSj+uvVje/pI9adZn7iSrekX2Jp+gWeTjzFuj1IeqKTRbOXD1Z9iQ9n1lAX8Gok5QqlkGZVKHyejFEQpOHWjfFJKXI68j82uuzu7nR8NfZvzE5f6Vj/rZghp4aPCtmf34EqX9lAHX2r+pm89vJh6hlfSm3kp9RzjzihlegUtwQUsCa3k9OiZNJjNCCGoDFS/qcUJJ8t2EoEs0WUR/nbqC+QOn4412HG0+0Q4IDUiS+8lEM/wx08+g5vec8LbezPZTsF5r3gOnIFlTLuQ9EQvwbqdCDONm4uRH23DHm2j2C6l2WT2X0Bk0UNEFj1MunM9RkW3F0TeuX4mxyjXvY7oso2EGrdgj7YWNd9Ijw6T613FkZ/RxUnWknzlesz6HQTrdhJYNEB+eAG5gWXIXLxotWejhcYxG7ahBVM4U7XkR+bjZsuRVozMvgvQQhPHZB4VF3uslfSudxFqfgF94aO46QqcZC1ONoHQHLTgJHpigECij3TnJfj5nFAoFAqFQvFqlDCleBXHO3k8FdlOpeBUgtIJttaEhpSSNdFzWBDsYH9uD/uyuzhsHSTtpqkx6lgVXUebuZAzYuecku1rQgiagm00Bdu4quJIblLGTeNKh6juz0nNiXophSyjUunjRJzKkbGT4UeW0TTHOpOEEOgc/2dtNtv4WM1nilp/Gkc6PDH1IJtTT/N88nFyMkelXk2D2Ux7qIPTI2exKroOTWjE9AQxPeFLH3eO/he3j/6Y9tASLi+7FiE0eq0u9mf38JPkv/PN/n+gI7yCP677azrCy4teX9oh0nsvJrzgccILniDc/hhuLoaTqi6EbUuMim60yCipbdfhposvZOvREazBDqYzm8z6bYQXPIG0IrhWDKPyEMHGl7AGlpLuXA9OsOg9ANjjzaT3Xkxk4aPET7sTNxdDWhFPfNJskF7ulDWwlOjSe4u+Ec7bcDf7/i289lwDq3cVzlQdwYZtBBtfIjT/KaZe+EjRN7HpiR4iix9GM9K4VgSzei+h1mfJHjybXO9qpBXD8WmUcjbW0GKkY6BHR9Bjg5gNryCExLVD4ASQdojUzndhjy6g2FlfCoVCoVAoTo4SphQzTNrjbEk/w+bUM2gIGs1Wmsw22kMd1BoNvmc7lYJTaZpSCbaePtkuD1SyJnA2a6Jnz1xmy/wpEaOOZVqkBJBIdKHPjBWWikPoncZcj4xNc6qzjKYRQrAns51dmVfYmd3KmD1CRIvSbLaxNLyKjvByKgquoHqzkXqz0ZcA9J8Nf4/7Ju7k7NjF/OW8r+BIl16riz3Z7Tw5tYmfDX+fqkANN9X9FRck/Bm9lVLyo6F/5XMNX+KCxOWvujztpHgp/Sz/OfQdvnj4s/xzy/dpDhZfXHfTlaS2XY8wkwTKetFjQ+jhcfTYIEJzyI+0kdt+DW66sui1QSIC2cL2Oe8xDrU+R364nWzXOlwrimamMeu3E2p91gu/7l/hQx8e9lgrqR1XEllyH4GKQ7jpSrTQxKyNeNL7vuiOIekJTdkywGVmlG4WzlQ96al6hHEeZv32Y0Ss4hBpfwI3XUG6+zLcXAw9MkZ4/pOEFz1MoPIQmb0X4WbLi153GmGmCLc/hlHWg5uLYQ23k969AWmHEIEswkyCa8yIpkqUUigUCoXi1KOEKQUAW1LP8rXeL1Bt1LIotIwJZ4yHJu5hIN9Dyk1SpldwUeIKPlT9h29q7OP1UCpOpWlKLdh6+qR/ejRpWpQ61RvGSt0hBKUjkPndRymMjMHcZRlNs2liIz8Z/i4xLcHq6Jk0mW0M5nvZkn6We8fvACFYHVnHJ2v/nFqj3pfXjJSSX4z+kL9r/AZrY+fOuuS8mf/bm93FDwe/xTf6vkitUU9HuPhiyEC+l4A4+p/22WJyRI9ybvwSOkIr+dSB97Bp8jd8vOZPituEnsOo6Abh4iRrvCDlocWFET7/XXtaZBSEizAyM/1oZopc72kzAoibLSN78FwCiX7Mmk5fhSmQOKkakq/cQHTJ/QQqDhFd/musgaU4yVr02CDBhm3k+ortXhMncT/NFl9cZD5Mrnttket76LFB0vvOx5nyNrzZVozkjqsoW/djjKr9aMEkmf3nYY+1+VI/uuReAmV95PqWI4RLqHkzwYbtpHZegTNVf8SlpuUJL3iSXO/KUxwKr1AoFAqFQglTCqSU3Nz719xY9XEuL7uOgDBmxBbLzdFl7efxyQe4d/wOhux+/qLhSyT0ste41TdHqTiVpimlYOsTnfSXwoaxUqMURCnwr49SGRkD/7OMXgspJbcM3Mwf1PwpVxdy1vIy7311LYbsfl5IPskvRn/E57s+xc0t3/NlA9yQPUBUizGY753pyy38AdDQWBhawucbv8pNB97PgxO/9kWYKgtUcHr0LH48/B2WhFdSY9QfV0wOakHaggvpzOwoan0tNE64/XECFd0ILe+JU5PzPOFhosm7knCPDp0uMkLP42bKCc9/ivx4N26mzHMCaU7hGi6ggXBwktUY1ft966XQEeAirRjJV64n2Piy59Zq3uzdF8Ile+gscofXFL2yHh3CrNsJCPIj87EnGplxTmne68TPkGthJnHSFV621Kzj0g4ipUbu4DkEyg8TWfwQmX0Xkh9ZUNznhm4RKD9MunM9Vt8KQEMfXEKkEP6efOU67PEWQKKZKYKNW8h1F/9xUCgUCoVCcXKUMKWgJ99F1s2wLLyaeEFwktL77bqpBVkYWkqL2c7C0FK+3PM5zo9fymWz1oAXm1JyKr0dgq1LiVPt3joefmYZlUofpTAyBnOfZQTQlz+MI20azOaZY9OisaEbtOrttAbbOSt2ITcdeD8PT97LjVW/X/Q+KgJVnBW7iJ8M/zvtoaV0hJejF/7MRiCoNRrosbqK3gNAWIvw3sqP8dWez/M/9r+Xs+MXsyK8hkazhYReTlxPINC4beQ/6LG6iu6WCi94Ai04RWbvRTjpSgLxfkKtzxJddg/Zw2vI9azyfduXk6wltf0aApUHMWv3oAWnEEYGs6aTzOQ8pp1CWmQMPTaEkzoV7pjCe4DUyfWcRn6kDS00hXQCnpPIByeZUd1JeMETgEA6Bkb1PlI734XQHELzn0ILTuGkq7D6lpMfXogf42vSimKPNxFZvImUY+BM1YKQmPWeIJofbsfqX0Zo/lNEltxP9sA55HpOL1p9PTwObgA3m2D6MXAmGpnaciOxlXcRXb6R1PZrsMdb0EKThe2A/gn5CoVCoVAojo8SphQERZB5Zgu3j97K3zTeDBztwpFSYmom58QvZnFoOU9OPeSrMAWl41R6O4ytTY9RlQKnSpSaqyyjUuijVEbGSiXLKK4nWBpexa1Dt7A0fNoJBetEoIJF4WVsTb/gizBlCIP3Vn6UA7lOPnvwwywPr+a0yFpagu1UG7VUBmqw3Cw/Gf4u/VYPn677y6L3AN7jsiS8kn9u/T53j/2cl1PPsyPzMmERIabHmXQmOJjbS1Wgmo9V38SGsuuLWR2jaj/JV96NPe4Jhc5kA06mnNjKOwkveBzNTJLtXlfYwOZTlo/UcFI1OKkact3r0GMDBBu34kznWWk2wfodBJu2IN0A2c6zit/DSfsL4GYqcTN+5GsdIdT6HPZEI7nDpyOl7uU6tT+OHh4jP9ZCfrQNo/Ig0WX3kN69AWtgqQ9dCLKHz0ALTRJdcj9uphwRyKJFRsn1rJ4ZNUzvuoJw+6MEEn1FFaakY+BaUYzqfUdGBYULMkBy+zVEl95LdMn9JF+5Hi08jpvzbzOgQqFQKBSKE6OEqXc4UkpqjHpuqPgw/9z3t/RaXVxadg1LQiuoMeqJ6YmZE727x25jwhnj/Lh/DozZfSmn0uujVESpSXucrenNnBe/xDeBaq6zjEqhj1IZGSuJLCMgrpfx7sqPcHPvX/OZAx/g0sTVLIusotaYR0iEMYSBqQW5b/wOeqwuPlj1yaL3AN7P3hycz80t32PTxEaeTz3J5tQzvJB6CoHGsN3PiD3EwtBSf8PPCzl0tUYDf1j75+RlnuF8P93WQQbyfUjp0h5aQp0xj2qjtqi1teAUrhVFuke/JzmTDeCY5MdaMOt2oUfGSO3agMz7KwJo4TG8nKVq0rsvnxldE5qNnugjP9pKtnstMufDNlEt7zmirDDSNcA99R+39MiY51wriD+pnVdSfv6/ketZRebgueCYWL2nET/9F4Sanyc/0oa0w0XvQ+bipDsvwajaj1F+GLQwmQPnkh8tCNWF7LHMvoug8D5WlLpS4mYqyHafQWTxg7jpCnI9awqjghKcIOnOS4gt30hk8SbcfKjoGwkVCoVCoVC8PpQw9Q5HCIErXS4vv44qo4bbR27lnrFf8bB2D9VGHVEtxqg9zKHcPjIyzYay67mmkOPid1+l7lQqBYFsMN/P/eN38qHqPzolAtW0CALMhLBPszu7nR8NfZvzE5f6Unuus4xKpY9SGRmb6yyj2ayLnceXmr/F7SM/5jfjv+SOsZ9SFaih1mjAlQ57sjvIuVk+XP0pri739/3LFEGuLH8vV1W8jylngoF8H2P2MCBoDS4gokV9zfzShMaLqafpsboZs4fJyzxxPUGj2cLp0bOoDdTPiPzFxrVDOFN1hBc8QWrnlUgrDDJAoOIQUmpkD52FMDJEFm8iccZ/kdq9AXusteh9CDNJZNHD6NERZGF8LNu9FjfjbZyTdpj0riuKXnc2RtV+oksewJ6sR1oRnEw5TqoaN1PmiXeO6YlVPmVtCTOJm40fCYAH9PAYCNcThBwTkEg7RH68iWDdziMh4D4grRhW32lYfacd50IdCoL2zMhjEfB+QSKx+lYibbPg0pu51Cudi5PuvJjo8nswEn1kOi8pWn2FQqFQKBSvHyVMKdCEhpSSNdFzWBDsYH9uD/uyuzhsHSTtpqkx6lgVXUebuZAzYufMbIN7p3OqRKmT5Tb1Wd08MPFrPlLz6VNSWwjxKgFkmmazjY/VfMaXPkohy6hU+iiVkbG5zjKaZlogXhZexbKmr5N2Uhy2DrIvt5se6xCOdFifuIol4ZU0mW2+uflcXJ6YfICDuX0M5fvJuhkSejktwfksCi2n2WwjESj3pfY0k/Y4d439jAcnNhLUgrQGF2IKk8PWQZ5JPkretag26riq/H2si5332jf4RnFMcr2nEVn0MLFlvyE/3oQeGcOo3kt+eCFOsgYQTD7/UWIr7ibY8ErRhSktNEFk8Sa08Bj5ocVooQnM2t2YtbvJHl5D9tDZnhjkawC7JD/UQb5mL0bNHpzJBvTYEFrLCyBcZD6Emy3DSVXiJGtws2XYU3VIK1a8Dqwo1uBiIh0PkIsPghQEyg+D1NHD44X7XYBw0cwUbj5E8ccqXfTYEG42gbSDnFx08msM3Lvd/FDHCa/hTDWQ2XcB4QVPYE/W+9SHQqFQKBSKk6GEKQVwJBuoPFDJmsDZrImePXOZLfMlJUaVglPpVARsZ90MIS0889gc+3O70qU91MGXmr/pS33wnhd7MtvZlXmFndmtjNkjRLQozWYbS8Or6Agvp6LgCqo3G6k3G4segF4qWUal1EdJjIzNaZbRETShsSeznWF7kElnHFe6xPUEC4IdnB+/dGahg5+M2sPcNvIDnpp6mGZzPu2hJQgEo/YQj089yMaxXxLVY2wou35mc6AfPD71AI9N3c+fNfwta6LnAJBykkw5E4zYQ3Rmt7Np4h7+pvsm/qDms3yo+g+L3oM93ky68xKC814m2LAdXN3bONd7Gp4Q4oBrkNx+DZqRLXp9o2o/WnCK1LbrZsaytMgwsZV3E2p5AS00SfbQ2biZ8qLXPoL3/pfafRnx0AS5gaVYvasQRgYtNIEeHUaPD6JHhzAquxBmkvSey7D6Vha1h2zXmYV8pf3owUny4824qSpC859CSoGbKSdQ3kOgvBurf1kRa3tokXHiZ/wXMh9GWhHcXAJ7qhZnqg4nXYmbi8/JiOPxyA8tJj8yv2T6USgUCoXinYb6F1jxKqYDnadHtaZFqVLYuAanzqk0VwHbjnR4YupBNqee5vnk4+Rkjkq9mgazmfZQB6dHzmJVdB2a0IjpCV/HgjZNbOQnw98lpiVYHT2TJrONwXwvW9LPcu/4HSAEqyPr+GTtn1Nr1PvyHCmVLKNS6WOauR4Zm8sso2lSTpL7Ju7kvvE7GLdHqTUaiOgxXOliyzyGMGgJLuDaig/SGlzg23vY45MP8GLqGf6+6Zu0hzxnhuXmyMosSWeSg7m9bJrYyDf7v0yXtZ+b6v6q6D0AdGZ3Uhmo4bTI2pljUT1GVI9RbzayPLKaGyp/j6/3fpHfjt/OBYnLaTKLPUonsMcbZ8LPQYKQR9xJ09vnnCCuU/yRQj06jD1Z74lSwgXNxk1Xkx9uJzjvZYzKg4WtgRcXhCufAtgBnCC53lXosUHQLWQ+jJMPe1v4+gvXES7CTPozRid1rL4V2GMtSDfgObI0m7DUCLU8D4BmZLGG28kdXlP08m66kvTuy4ks3oQ9OQ9pm96WxOYXQcsjnSBuJlEIqq/EHm/27pu5wudtkQqFQqFQKE6MEqYUr+JEwk8piFKnwqk01wHbPxv+HvdN3MnZsYv5y3lfwZEuvVYXe7LbeXJqEz8b/j5VgRpf3TDg/Zy3DNzMH9T86YzLIy+98OC8azFk9/NC8kl+MfojPt/1KW5u+R7VRl3R+yiVLKNS6aMURsZgbrOMpnl86gF+O34776/6BJcXNoWO26OM2EP0WYfZkXmJRyZ/y/0Td/GZus9zRfm7fenjsHWImJZgntk8c8zUgpgESehlzDObOTe+nh8Ofov7Ju5iQ9kNMwJWMVkTPZtv9X+Fhybu4fKy645yWwqEJ7QLjdXRdbyYepru3IGiClN6bJDQ/Ke80bBsglzfCuzR+SC9rB//xrWO4KSrMOu3o4XHvEwpxwRAC4+TH2vBGlxCqGkL0eUbSe++HHuiydferP7laOGGmT5ehdSQOf8EZNBws+XTxcANkNl/AdbgEvTwONIxyI+1nLi/t4TE6l+BUdEFmkNm78UA3la+YBItMua5xyKjmDV7sAbGSc+lMKVQKBQKhWLOUMKUouSYK6cSzH2wtZSSX4z+kL9r/AZrY+fOuuRIHsze7C5+OPgtvtH3RWqNel82rgH05Q/jSJuGWSfbRsE9Z+gGrXo7rcF2zopdyE0H3s/Dk/dyY9XvF72PUskyKoU+SmVkbM6zjApsT2+hwWiaEaXAG0cuD1TSHurg/MSlfLL2z/hC959wx+hPWBs91xfx9Jz4xWya3Mhvxn7JdRUfwtSOf5LfGlyIhkav1e2LMHVm7ALWxc7nB4P/wv7cHtYnrqQ12E5I8zatpZ0kmtB5ZPJeonqMZrOtaLW1yCjR5RsRgRz5kQUE4gPEVt6F1buSdOd6vHwhTwDSIsMEG7YXtrAVl1zfCoINrxBdch+5vpU4U7UYNZ0YVftJ77yC/OAS7PFmIoseIrb6l0w+/1HcdHHfy7XwGEbVAaz+ZUg7hJup5FQJcx6zs51mZ0cVvroBnMkGb1uir3j1MofOJFi/E/Q8Mhf37pNsOUyLgpqDCOTALY0NswqFQqFQKE49SphSvG6mnUR+3/5cOZVKIdh6yB4gqsUYzPcCR7bgTW/C09BYGFrC5xu/yk0H3s+DE7/2TZiK6wmWhldx69AtLA2fRliLHPd6iUAFi8LL2Jp+wRdhqlSyjEqhj1IZGSuFLCOAjvAKbh3+d56aephz4+sB733ExWXao2MIg4sSV3Dr8C0cyHW+KWFq7S3/cfIrCJfwgnZuyX6bb2+7G2toEU6yGpkvvGY0G4QkuvS3CA0+98RW3OyJtyW+cNMn3nQvwphHqK2RX9bexq9GbkXmw94muFwMEATKekC3Sb1yHTdMPHTS2zpZH8diVBxCaHlS26/xxviES7BpM+H5TyHMNOndl8+MqxmVXRhVB3wRpnBMUjuvINT2NOG2pxFmGgBrYCnW8EIQDtKKktp+LcGW52a5iYqHUb2X8IInMGt3k9l/fmGs8dQ5jl872yl2SsfW3HQ1mYPnnCBsXoAbQFrq46hCoVAoFO9k1CcBxevGT1GqFJxKpRBsXRGo4qzYRfxk+N9pDy2lI7wcvfBnNtPZPj3WiU9u3ypxvYx3V36Em3v/ms8c+ACXJq5mWWQVtcY8QiKMIQxMLch943fQY3XxwapP+tJHKWQZlUofpTIydqqyjF5ThAlkiS6L8LdTXyB3+HSswY4jYhB4QdtSI7L0XgLxDH/85DO46T0nvL03IsQchdTI7D8P14oSbNhGtGYPuAZuNu4FPCMJJPpx8yFS267zRQyZaSUfIdN5CZnOS9Dj/eixIfTIKFpoEpBkD52JNbywqBvgAPTIKE6morB5D5CCXPc63HQlkSX3E1n0EKndG8ANoMeGcNIVRa0/GydZR3r3u9BjAwjNwclU4KYrj7mWJNd1pi/1jcpD5Ac7cO0Q4fbHyPWsxhpcXBCDZOFa/glVJZntpELFFQqFQqFQnAT1SUHxuhjM93P/+J18qPqPii5QlYJTqVSCrQ1h8N7Kj3Ig18lnD36Y5eHVnBZZS0uwnWqjlspADZab5SfD36Xf6uHTdX9Z9B5msy52Hl9q/ha3j/yY34z/kjvGfkpVoIZaowFXOuzJ7iDnZvlw9ae4utyf0bFSyDIqlT5KZWRsrrOMppF2iHTnesILHie84AnC7Y/h5mI46SrcTBkIiVF+GC0y6glCPoohyAC57rXkutciAllPFIqOoIXHwTHI9awmP97sU5aPhxYaJ1Deg7SD2JMNOFP1pyxM2klXYNbtQouM4kzOg4JnLT/STnr3ZUQ6HiDc9hSZA+eiR4ewBov/vJxBuMh8GHusDfBG68w6L/PNSVXjJGvxUxjSoyNk+peRH51PsGkzoZbn0OMDZA+cOyvk3E+BSmU7KRQKhUKheHuhhCnFDCfbWNVndfPAxK/5SM2ni16zFJxKpRJsLaWkOTifm1u+x6aJjTyfepLNqWd4IfUUAo1hu58Re4iFoaW+h5+70kUTGsvCq1jW9HXSTorD1kH25XbTYx3CkQ7rE1exJLySJrPNl3D8UskyKpU+VkXWsqHsen46/F12ZV7hgsTlLAgupiJQhYvEcnO4uGwcu42qQI0vohTMbZbR0UjcTAWp7dchgpME4gPo8UE0M4UengDdIj/SRm77NcdxzBQPPTZAoKIbXJ38eDNuqhp7rG1GGDkVBCoPEJ7/JHp01BtXc4LkutaSnXYFCbuwEU+gBSdx7SAUcSteru80jMpDRDseJLn1BtxcgmnRJT+8iIyZJrLoYdx8BC005YtgZtTsxp5oLLjBvPHn0PynCDW/6IlVdhCZi5LrW0mud9UJRsveOsLI4GQqkPkw2QPn40zVE57/JOaZPyLXu4pc78qiO9aO6QBQ2U4KhUKhUCjePihhSkHWzRDSwke5HmbnPLnSpT3UwZeav1n02qXiVCqFYOvZmCLIleXv5aqK9zHlTDCQ72PMHgYErcEFRLQoMd3PTU6eQ2hPZjvD9iCTzjiudInrCRYEOzg/filxvczX+lA6WUanqo/XzDICEBUEm1bzUMNzPDJ5nzcylovhZuMgJIH4wMzI2HWpB056UycaXXs9fYhAE6G2Jn5Zd2qzjI7pojCuJ5C5BPlcgvxYK4HYIG4+4qsYNY1Rs5tw+xNoRhrp6oQDj2D1LyO992JP+JklCOnxfu9+yhb/tRNuexoEpHZtQFoRzLpdhNqeRo8PkNq14YgIpdlEl/+GbNc68sMLi9eAGyC992KCjS8fc4EX+m31rkKPjhBe8DgA9lTxQ+hDLS8gtGdJbrsON1OOWbedUNMWcj2rsAaWoAVTBCoPEl74CCDI9awueg9adBhczXs9FsgPLyQ/vJBg8wsE67djVO/F6ltBfrTNey74JJCpbCeFQqFQKBRvF9QnkncwjnR4YupBNqee5vnk4+Rkjkq9mgazmfZQB6dHzmJVdB2a0IjpCV+EkFJyKs11sDWAi8sTkw9wMLePoXw/WTdDQi+nJTifRaHlNJttJALlvtSeTcpJct/Endw3fgfj9ii1RgMRPYYrXWyZxxAGLcEFXFvxQVqDC07qtnsrnKoso7dLHwBI7eiRsUSfNzIWnAI3QO7w6b6PjIE3RpfZu57M3vXoMc+pdCqyjKbRE304k3UF0ccTss367QSbXkQz00g7iDNVS7Z7bWF0y5+taKHW55C5KMndl+Hm4pjVnYRaXkCPjJHccRUyV3jf1GwiizeR7VrngzAl0WPDpHddTn5wCQD2eAv5kQVEl9xHZPFDZDrXI+1QYcxwADdb/PdzN1NRGBuTs44euc8znevRglMEEn2+PD+T264jtvzXxFbcRbrzEvTEAE6qmszBs8EJ4iQhP7IAIVyC817GGlx8dCZZEQjEBnCt2HFH9nLdZ2CPtmLOe4Vg04uY9duxBpaSO3xGUXs4CpXtpFAoFAqF4m2A+sTyDuZnw9/jvok7OTt2MX857ys40qXX6mJPdjtPTm3iZ8PfpypQ4+vIWKk4lUoh2HrUHua2kR/w1NTDNJvzaQ8tQSAYtYd4fOpBNo79kqgeY0PZ9Vxd4U+e0zSPTz3Ab8dv5/1Vn+DysmsBGLdHGbGH6LMOsyPzEo9M/pb7J+7iM3Wf54ryd/vSR6lkGZVCH2bDVoRukzt8Ot7Jroa0Q9ij87FHiz/eenJcEIUTbqnjJOtwksV3wJyMyOJNOFN1pPdeBI6JUbWP8MJHcSbryA12IMwURuUh4mt+TvKV67HH/BAKJXpkjNSuDTO3n+06i/xYK7EVdxPteJDU7suQuYQnCEWHcTPlRe9CBJNI20QLTc30BYL88EJSuySRjgeQrREyB85DCyYBjoSUF7URF6RgOl9KC48TKOsFqeGkKnGSdaS2XY8IZItfG5C5OKkdVxFe9AjRJffh5uJIxzjiXEOA1LAGOzBrdyPz4eL34JjkelbNEoRmi6ECJ1VDpnM9+fKFhJo3o8cHi96DQqFQKBQKxdsNJUy9Q5FS8ovRH/J3jd9gbezcWZccycfZm93FDwe/xTf6vkitUU9HeIUvfZSCU6kUgq0fn3yAF1PP8PdN35zJBrLcHFmZJelMcjC3l00TG/lm/5fpsvZzU91f+dbL9vQWGoymGVEKoDxQSXmgkvZQB+cnLuWTtX/GF7r/hDtGf8La6LlUG8UXJkoly6gU+gjW78RJVeGd6Honu0Z1J8GG7YhAFteKkh9twxpYMmv7l18Bz9rRphjw6gl5pK5P40nTZA+tI7LwMSLtgsyBczGqDiBzUVK73jXj0soAsVW/ItS8meRkfVEzlQCEmUJaYQKxwRmnEoAzVU9qx1VElt5HpP1xUrsv9wQhIX0RhKQVxRpaRLBxC9bIAtxU1cxlM/lOC57ALYxbSjtIMZ8bR2c7eU+M0PwnX53t1L+CXM9ps9xExcfNlpPpXE+4/TGM6r1IK4oWGcZNH9nmGijrLWxLLP7rIz+8iOO8OI5BYI+3kBxvKXp9hUKhUCgUircjSph6hzJkDxDVYgzmewFPIHILfwA0NBaGlvD5xq9y04H38+DEr/0RpkrAqVQqwdaHrUPEtATzzOaZY6YWxCRIQi9jntnMufH1/HDwW9w3cRcbym7wLdy6I7yCW4f/naemHubc+HrAG/10cQteCG+D4EWJK7h1+BYO5DrflDB1KrOMTpZj9Pr6aJzTTCUtNEGubznTwk+w6UVCrc94W8Yy5ejhcSKLH8Ss20Vqx1VIK/qGa7weQvOfQFoRnHQlbjbhhVy7ATwx6tgTff/EsfxQB2khiSx4Ai00gXRMnEy5J45oeU8Ykzq53pVEFj9UdFEKQFoxcv3LCTa+RH5kAfZEI9M/rz3RRGbvRd42ugWPe8JNkQWhI41oZLvWoUfGMGt3kT1w/vQFTOc7aUaacOtz3ojjZENRy7/ubKf2R71RVB+ynWbjZstI776csB3ErN9OfPWvyI+046Sq0CMjBMr6yPas8rGD13qM5ayv/gq4CoVCoVAoFG8HlDD1DqUiUMVZsYv4yfC/0x5aSkd4OXrhz2ymRaMeq8uXPkrCqVQiAdvnxC9m0+RGfjP2S66r+BCmdvwMltbgQjQ0eq3uNy1MvZYQIwJZossi/O3UF8gdPh1rsOPoLBbhgNSILL2XQDzDHz/5DG56z3Fv680HW3vMdZbRkT7Cx/QxUMh2Snp9dJ2JNeRXHxJhZLAn65k+6Q01bcbqW0G2e6332Gg2Zt1OIos3YdbtJNd9Bn6IIJqZwmx5HjddiZQ6OAauFcHNlOFkynHTlUcEIt8cWx75wSWk7CDRxZsQwSkvS0rLFxxjhX6NTEEQ8ofc4TXokVGMqv3YE02Fo0dG6TKBLJFFDxOs30l+rPlkN/WWkLkEqV3vQghn1tFpGVmQPXQWWjCJ2bANe+K0otYuhWyno3GRdoj07g3Y402YDdsIJHrR4/3g6mS712D1F/8XLeCix4Zws4mCK+xEz39xzFeFQqFQKBSKdzZKmHqHYgiD91Z+lAO5Tj578MMsD6/mtMhaWoLtVBu1VAZqsNwsPxn+Lv1WD5+u+8ui91AqTqVSCbZeFVnLhrLr+enwd9mVeYULEpezILiYikAVLhLLzeHisnHsNqoCNb65pcATg9J7Lya84HHCC54g3P4Ybi6Gk6ouBDdLjIputMgoqW3X4aYrfOpk7rOMjJrdCM3BGljKtMPhVPehRUZBuOixYdxsOULPIwIW1uCSIyf4bgCrbyVGRRdG1X5y3WtPfqNvkuyhs9BCk2hmmvzgYrTQJMJMESjrJVB5CCEk0tWRtombi5HedaUvfXhI7NH5JF+5nsjSe9Fjg8RW3I01sBQnVY0eHcZs2O6NN/rVgR0ivecy0POzjh4RhKz+FWihSUKtz+L4sInuSEnP7SrdAOByxIkz3YtGuvNSnEw59mhbUUuXQrbT0WhM3wfWwDKs4YVowSmEZheC8P0RhLTIOPEz/guZDyOtCG4ugT1VizNV5zkMc3EVRq5QKBQKhUJxHNQnpHcoUkqag/O5ueV7bJrYyPOpJ9mceoYXUk8h0Bi2+xmxh1gYWupb+HmpOJVOZbD1a46MiQqCTat5qOE5Hpm8D1wDNxfzVo8LSSA+gJsPkdp2HdelHjjpTb1Vp5KbrvSCis0kgUQfemwIPTJGIN4PwiU/0kZu+zW46cq3VOfkzH2WUXDeKzipahhYxvQJrZ7oJVi3E2GmcXMx8qNthZN9vxwQEnu8meC8rRjlh3EyZTjpCoSRmbkcBAgXN5vAiPkXqOxmy8kdXkOo5Xly/cuQVgwRyCLMFFpoCi04iRaaQg+P+/zYHBkTdFI1JF96H6HWZzHrdhOOPol0NTQzRfbwGrJdZ/rYh+fO4VW5SUeeC9mD53ojl0l/xpED5V2E5z+FCKZws3GsgSVYfdOuqFnjlFKQ617nSw9zm+10PKfSrOeeY+Kmp3O3Xiv/6S10ka4kvftyIos3YU/OQ9omZu0etOYXQcsjnSBuJoGTqsFJVWKPN+NM1fvWj0KhUCgUCsXbBSVMvcMxRZAry9/LVRXvY8qZYCDfx5g9DAhagwuIaFFievHXikPpOJVKIdh6BqmR615Lrnutt8Ur0VcYF5sCN0Du8Onkx5t9WbV+FJrtCVCAnawlP7yI/MgCkPpr/MXiUSpZRnp0BGuwY6aGWb+N8AKvN9eKYVQeItj4EtbAUtKd633JMvJOeC8jUNaDWbsHo3ofwkhj1uwpbIPzxDo9PoCe6PVn49os8mOtaKEJAuWHyQ8uQdohpB2adfKP15Nu+diFQAuNgwDXiiDtMNlDZ2MNLUYPjyOlhj3ejLQi+DsydSLxbfo5WRjrG1rsT/XIMNGl9yLdAPnBReiJfiKLHsas3kdq1xUFd5LXgx4fINT8Aqkd1/jSy1xlO722Uyk2a7zTz+eCxOpfgVHRBZpDZu/FXsVAFi2YRIuMoUeH0SOjmDV7sAbGSSthSqFQKBQKhUIJU+9UXFyemHyAg7l9DOX7yboZEno5LcH5LAotp9lsIxEo97WHUnIqCWMeobZGflk7N8HWZsNWhG6TO3w602M30g5hj87HHp3/hm/vrSACWcLtjxGo6EboFm66gtSud+FmKjCq9qGFJnGSNdgT8/BOyv0RhUojy0giAlmc2dlOrc+RH24n27UO14qimWnM+u2EWp/FHm/yKbtGw82WY2XLsQaWI8wUwfrtOJky72I9T6jxJYJNW3DSFT47hPBE0p41sw8c/RDIwuZAH0Q6AGEmiSx6GD06gnQMnKk6st1n4GYqcCbn4UzO86XuUT0UhGM3Gy8Ic8Ejwql3jWO++oNR4eX/pXZcNeO+MWp2E1n8ELEVd5HaeWVh/NZzLOlx/9x0c5XtVDpOJe+xzhw6k2D9TtDzyJz3/HCz5TDRBEjQHEQgB+6pE/oVCoVCoVAoShklTL0DGbWHuW3kBzw19TDN5nzaQ0sQCEbtIR6fepCNY78kqsfYUHY9V1fc6FsfpeRUkvkImc5LyHRegh7vL4ytnbqA7WD9TpxUFd6JjXdyY1R3EmzYjghkca0o+dE2LyvHNfDTIWQ2bCNQfphczyrcdCWhlucIz38SNBs9NoLQbIRukR9uJ915iW+r30shy2g622lmZE7PoZkpcr2neSeaeC6R7MFzCST6MWs6fTnx1mMDOJkKcDzhQ1rRo8UnJwia4z1PB5Yibb8yfGY/72bnGB1v5NIftNAEkcWb0MJj5IcWo4UmMGt3YdbuJtuzmuzBs0AG8PM1AhAo6yG69F5PHM2HcK0YTqpqRtCW+bAnWDmBQj/+oIUncHNx3GzB2Soc8kMdJLMJost+S6TjAVI7rkbmw+ixIW8s1b9umItsp1JzKrnpajIHzznBKKsAN4C01McvhUKhUCgUimnUJ6N3II9PPsCLqWf4+6ZvzgRoW26OrMySdCY5mNvLpomNfLP/y3RZ+7mp7q/edK3X3v7WRKitiV/WTTuVQrjZglNJCgJlvb46lQC00DiB8h6kHcSebMCZqj/luR9aaIJc33KmT6aDTS8San3Gy6XJlKOHx4ksfhCzbhepHVchrahvvQTi/VgDS2fCs/OjrZSd/QNAeuHJyRq08DjRpfdiNmzzbftbKWQZCT2PmyknPP8p8uPdnlsrXQHa9OazgjgjHJxkNUb1/uI3oVvETruTqRc/gOuUFw5Kb9yy/DCakcEpiGP+M/04H1lzH6g4SLDpJQSyMPbZXgj59keEMKr2owWnSG27DifljSxqkWFiK+8m1LwZLThF9tDZuJlyX+p7SPIj7eT6lxFsfAl7rKUgenR6WwGljpuL4mbKvYUBuRj5sVZcH0QhZ6qOYMM2AmU95IcXFcZtJc5UA6ld7yK2bCPh9kdJd65Hjw5jDS0qYvXSyHYqSaeSCjlXKBQKhUKheN2oT07vQA5bh4hpCeaZR1aXm1oQkyAJvYx5ZjPnxtfzw8Fvcd/EXWwou8GnDXASaYfI7F1PZu969NgAenwQzUyihaZAOGQPnYU13O6bUylQeYDw/CfRo6MgHKQTJNe19ogbRdiFEz2BFpzEtYM+jCdJhJHBnj0u1rQZq28F2e613tY1zcas20lk8SbMup2+iUFoeaQdQo+Mzjrm4ObiWMPt5IcXAp5LKHPgXIINr/i2/Q0gP9aCFp7AKO/GGlx6yrOMnGQtqe3XEKg86I0GBacQRgazppPM5DymHwMtMlZwo1Sd/AbfBIHYIEK3kNO5YsLBrNtFZNEmTwDJhxGaTX60lcz+C45s6SsyemyAcPvjJLfe4DmAhItZu4vIkvtwcwncTBlm3S6C9TvIHDjHp5FG0KPD2JP1niglXNBs3HQ1+eF2gvNexqg8iBacIrP34oJw5YdzqiCE7LsQPTKKNbRoJmxcGBn02CCBRD96vN8T0sLjyM5LsHwQpqyBpQTKegi3P46TqikIcoVQ+IlG0p2XEF12j+eYCo/jTDYUrXbpZDt5KKeSQqFQKBQKxdsT9QntHcg58YvZNLmR34z9kusqPoSpHT9IuzW4EA2NXqvbJ2FKgHCY3qzmJOtwcwn02ADu0GLvBGsmbNufsZxw29MgILVrA9KKYNbtItT2NHp8gNSuDUdEKM0muvw3ZLvWzYgzxWJ6XEyPDeNmyxF6HhGwsAaXHBEZ3ABW30qMii6Mqv3+iUGuQX5kPpHFD2HU7CE/3A6OSXLru191VTF7xM2fZsA1yB1ec8zx2c4Lf7OMkFohl6aGXPc69NgAwcatONObCDWbYP0Ogk1bkG6AbOdZRW9BT/TjpCuQBQdGoKKL8PwnsQaXkD28Bj00QaCim+C8rWjBJMmt78Wv14seGSW28i5SO69ABCyCzS+SH5lPaudV3oinkSHU8gLh9sdw0pW+ZD056SrM+u1o4THcTMXMIgAtPE5+rAVrcAmhpi1El28kvfty7Gm3jB/CiNTJ9az2RksDWU84zYexx1oLofSzEM7xb+MtI8gcPIdgNnGcpQCQH15E9tBZhNqeAST2VF3RKpdOttPsptTHGoVCoVAoFIq3G+oT3DuQVZG1bCi7np8Mf5ddmVe4IHE5C4KLqQhU4SKx3BwuLhvHbqMqUOOLKGVU7cOeaCyMf3hCQ7BpM6HmzaDbXm5Qtoxs19pC+Lcfv22X6LFh0rsuJz+4BAB7vIX8yAKiS+4jsvghMp3rkXbICzqODxzJcSlyH/Z4M8F5WzHKD+MUxsWOiD6Fk2rh4mYTGDE/w4spnNx3YFTvw56Yh7RiR+dI6RZG5UGC814m72swu+ZtXdNc3Gzc92ytk3YSHgMETqqa9O7LvXEtQGg2eqKP/Gir527LxYteO5Dow56cNyPAGJUHcVJVBXdUGDdVTX6kHTebINTyHIGKQ68WRYqAk6wjuf0aoh0PEOl4EHu8CaQgP9gBjol0DC+rbd8F6JERjKoDvghTub4VBBteIbrkPnJ9K3GmajFqOjGq9pPeeQX5wSXY481EFj1EbPUvmXz+o7hpv3KVvJG+/HjTMeKoNzaGFAX3jvB1o6W0YmS7TiyKZg+djTAy3qhpUTd6lla2k0KhUCgUCoXi7YkSpn5Hea1sJ0Q5wcbTeajheR6ZvA9cAzcbx83FAUkg0Y+bD5Hadh3XpR446U29mWynUOuzuFaUdOd6ZC6BUbOb8PynsIYXYo81eydRlYeIrbyT1M6rvJPfIiOCSaRtemODwMxa9+GFpHZJIh0PIFsjZA6chxZMAuAka4reh5uuIr37MgJlPZi1ezCq9yGMNGbNHk9gEBJw0eOD6IleX3o4uiGDzL4L0YKT3qYxYLYgFGp5jlDL896o4cGzfWnhZFvXju3HT17dRy3Z7rUzfUg7THrXFb72oIXHMSoPIG0Tq3+5txUxXYm0j4z2IXXyYy0EG7egmUnfenEm55HatYHI4k2EWp/zMriOyTuTjgFCIvP+hOLjmKR2vYvw/KcIz38SYWQBvLDtoUWARFpRUtuvJdjy3ExIvT8UnoOvcuyJU+Lc0ULjiICFa0W8+90xCz15rw893u+NGg4sK4xMX1zkDkow20mhUCgUCoVC8bZDCVPvVKRO7vAZ5A6fMbP2XI+OoIUmwDHI9awmP95c5N+uHyGz/wIiix4isuhh0p3rMSq6cdKVMw4lgFz3OqLLNhJq3II92lr07W/SimINLSLYuAVrZAHurHyg/PAiMmaayIIncPNh3ExZQaTxQwwRuNlyrGw51sByhJkkWL8DZya8WXph6M2bcdIVR29jKzLxNf/lPQ77LsDNzXaHHfm5nak6pl78kLdly4fQ8ZNuXTt8OtlDZ/sWdv7afewu9LHmSB/C9bWf1LZrMet2E0j0Elj4iLepMJgEzQZHn3HiaGYSzczMet74gxeqfQXRxQ+iJ/oIz3+KzAHhZaRJgVm3E6HZ2BONPvZQT3Lre9Dj/WhmCidTfmT0V7iABCnI+fRaOVoQMgvbEjWOEoTCY1iDS32pP02o9TnM+u04kw24+RBuLu6FracrsCfnEWzagmZksAaW4aeYq7KdFAqFQqFQKBRvBfVJ8R2IFhnFrN6LMNO46XKsoQ7s0fmFkblj8edkxh5vJr33YiILHyV+2p3eenUr4olPmj0zAmMNLCW69N6ii1IASI1s1zr08LgnNhw4b/oCQGD1rkIz0oRbn0PawaKGBp+0LSvmiU+aDTAjRGS7zsTqX4q0w/4U1i30+ABoLtEl95M5eM6s7WpHngf54WJu9Xo1J9261vICWmjyFGxdK50+3Gw52e4z0CNtBAoZY4H4IHp4AidZixacRE/0E2p5HidZ7QmGviG9kdJUNVNb30N08YMYtbuJLt+Ik6xBOgaBsh6yXWf61ocwk5g1exGBLPnRNvIj7ce06L9oebQgFMbNxY4vCPksTKU716MFpwhUdMHkPITmYtZ0emPArre0wc3FCbU9jZtNkB9u9+e9FFS2k0KhUCgUCoXiTaM+Sb7D0BM9RBY9ghacQjoG2rwUoflPketZTbb7jMJIymwxyr9xKXusldSOK4ksuY9AxSHcdCVaaAI3W1a4hvS+P2ZUqJjIXIJ056UzIpDHESEme+gstGASs2Eb9sRpxW9A2ESX3os9VYebLcPNxXAzFch8eOZEL9T6jJdrJP19uQZig0gnSGbfBQTnvUxk0cNku9YWhKjp+2Smcd/6KI2ta6XTBwBuACdZh5OsI9e9DmEmCwKDF5ofWfQwzlQtqT2XztqC5gezspIck9TOq9B7VmNW70MLTQKS9K53vVosKhJaaILIkvvQw+O4+TBmw3YynReTH28i1LyZQKIfJ/n/Z++sw+Sosjb+uyNJJm4QICEJkkDQ4O62OCzuLG6L+7LIt7DIstjCYgssvjjB3d1dgiXBkgARopOZ6fv98Z6iajo9kpmq7g657/PU091V1XVPXTn32D23L7PGDfvNmJgFZjcINZTGIJSrZtonW1CzyCu46hlM/2LD33bxrOg4le4r30yutivVfb6isutP/Dp5n+wMUwEBAQEBAQEBAQFtRDBMzWOoWfRlcrVdmf75Joq26PIzXZZ4gk4D3lFUzrcrk4t2HMsaLkfDtPmY+uF2dFnyCap6jabL0g9KqZw6P5Vdx9NxwY+o/XHpDInwTUS8RIaYCqZ/sRENM3pmkujbVddSUTOZmvm+IDejJ7nabrjKOnx9R3IzlaulQ7/PmDV+CeonLZyp0aGy+1hyM3poR7HJ/alZ9EW6DHuUuomfMOPrtclN79PyQ1JAuey6Vi50KELoC1yHadRPWpj6Sf3xs7r+dr3ul0X59a098RkacH+jo++XuI7TqJ+4sJbq+Uoafl2IGRkkOS+EDgt+iHM5pn2+KbkZPejY/z06DXyTmiHPQUM1uZndqeo9hqpe3zLt082yS3peRgYhX1/DzG9XpmbIs3Rd7j6mfbI5uRm9yc3oARX1TPt4q2CMCggICAgICAgIKGtkv+ahBTjn+jnnXrTv1c65h5xzrzjn9svi3LwNT1W3ccwcvZots/HkpvVl2idbQEUDHRb4mC5LPEnlb7u++eYelgI56n5+VlemfrgtM75aD1fRQKeBb9Jl6QfpNOh1an9chtpvV86QiOaMCGac8hXUfrtSoxxUacHP6sK0TzenftIAXFUtdb8swqxxS9IwTQp1Va8xkKuiZvBrdFvhTmoWez51GiJUdf+Rhmm9AQ+5KmZ8uQFT3t0VV1lHt+F3UzPkGSq7jc1w23uh9sdlcC5HlyUfp8MCH1PZ5Sc6DX6F6j5fUzd+CerGL8nUj7ahYVpfug6/i4rOP5NFpFI50FHRaTJdlnqETgPforr3KDoPfZrq3mOgspZOg1+h63L30mmRl3FVM8hyvP5Gx6A3qe79DZ2XeIqqXqMb0VGz2AtUdh2XGQ0AFR2nUDdxIPUTBpOb0YsZX25AhW1iMPWjrZn68ZZM+2grADr2fx9cfQtPbDsigxCV9XRd7j4qaiZArqqRQWjK23sy6fljyM3I1tifm9mD6Z/+AT+rM12XfQBXPZ3KLj9DQ7Xl3LK8WwEBAQEBAQEBAQFliJIappxzvYAbgcjV/2fgLe/9msBWzrluGZybZ+E6TCM3sweVNROjMwDk6jpDrora71eAinq6Lns/Vb2/JsvlWrgGKrr8jOtoO+L5Smq/X54p7+3ElPd3ZMp7OzP5lUOo/W6lbOioqKOi8wQp9BXNKa9R2RXZ0AHkpvdm+hcb0jCtL5XdxjNr3DBmfL0m00duQsOU+WmY0VPJ6H9ZhPop/TKhAbR0rWFqlFMKIEfD1PllNBy1OlVdx9N5yLN0WvituN2ygO265hs6ULPIy3Rb6XY6DXyr4K5rM75ZK7td18qAjjhCaBOmfbIldb8sQqeBb9B9lVvoMN+X4Cuo7vM1XYY9TkXnX1Ivvzk6agZFdHwBvoKqXmPovMRTZqDLAC5HrrY71b2+jc9V1FE3cSC1362gqLZcNbmZPZnx9VpU9x4VLzvMCOVjEPL4+k5M/WhbGqb1puuy99Np0Os0TOtruyNmx78CAgICAgICAgIC2otSL+VrAHYBRtjv9YGT7fsrwMoZnHs23VeYe+BndaFuwmBbzteNhul98LlKOg14F5+rpPa74cz4Zg26DH2arsuOYOaoNbTzWMqo6vktNYu+qK3mZ/Zg5piVqZ88AFc9gw59v8Q3dKR+SpYJnJXYusuST1L/6wL4WZ1pmNFTyYtn9CA3q4t22spVFSWRMkBueh+mf7E+XZd+hC5LP8S0j7fE11dRUTOZ+omDbFctTNnNBhU1k2iY3it5xoirZtYPy9MwpR8dF/xIy6cWeYUpb+2ZWR6f5K5rrnq68m/N6JVoDy2Zy2rXtXKhIxkhBDDjyw3osfp/yNV3ZNrHW5Gr7UpFh2l0WfphOvZ/nxlfrpdJLrKyoMNXMGv8EnRc4BM6D3maGd+sha/vxPTPN0XtEC+jrOo23r5nbYyJDUJdlnqIrsveT25m9zyDUDHgAO0OOe3jbahZ7Hk6DniHWWOXKSINAQEBAQEBAQEBAW1DSQ1T3vtfAZz7TXnoAnxv338F+mVwrhGccwcBBwEMHDiw/S9V1nDU/rAclV1+pvOST5Cb0YOKmslUdJpM7ffDf4v4mPbpFnSa1teSGaeLis6/0HnxZ8nV1TBr/BJ0mO9Luiz1KNM+34guSzyFr++Iq6wDl2PGN2uaYpU2PHU/LUHdfF9SPd9IGn5dkMquP1Ex8C1wOXxdJ3Ize9AwrTcNU+cjN7MH9VP6NcrrkwVNuel9mfLuTnRd7n66Dr+bKW/tSUXNJGaNWzJxW1ZKppehaWYPFOUB+Qptw5QFmD5lAVz1WtqRrJERKz1UdPmZDvONBF9B3cSFqZ84qEDkS/bRHyWnIxEhNHNURJQihOonLyQDGfwWIdR56NPM8Bv+fumIlh5/vjFV3ccmIh1jg1RF55/puNCHVPf5hlljl8qAhnyUk0GogqguZnyzFg1T589sjAYEBAQEBAQEBASkiVJHTOVjKlADTAa62u+0zzWC9/4a4BqAlVde+XefhCM3oyfTPt+EDvN/RlW3cdRP7k/dV+tQN3GQbnBSsmaOWQVXVZt6+dW9RgMw7dPN8bO6UvvdSnRZ+kG6LvUIs8YNY+Z3K+I6TKdm0Gt0Xvx5crXdZBBIFVJip32+Md06TaZ23DBm/bA8rnoGFZ0mU9nlZyq7jaeyy09U9x6D6zCV6SM3ZtaPy6ZMRwQPzgM5fH0NU97biS5LPUy3lW6louOU3/JNZQvXiugnRaX4uprM8n5Vz/8ZNYu+hKucBQ3VdBzwLrPGLs2MUatb8vEckcJfUTOR3KzOtpPk75COcokQKhc67Jn1ExZR4vVcZaPzAB3mH0l136+p/X55ar9bIQMaCqEUBqEclV1/IjezuyU2z9tFNVfFrHHDMqYhICAgICAgICAgIB2Um2HqbWBt4G5geeC1DM7N4/D42m7UfrsKBc1Ov0XkuEx2cqrsPJH6qfM3ij7KzepCw4xezBi9unYWm9GLGaPWoNvwu6nq/kMGhilDQ0dqf1heyd4rZ+Hramioq6FhygIw1u5xOVyHqRnvauXAJxT5XBXTR25EzWIvgq8kV5tlpFaM3yKEnKd+Un9T/pO7AGa/NKpm4Bta3jlqdXxDNdV9v6TTgHep7PYj0z7eBl9XY8TW0234XZlF1ZUHHeUSIVQudCRgOyTmo+6nIdT+sHyGOxSWh0GoovMkuq10G76uBj+rM7na7tRPmZ+GKf1omN5bPCPDHTwDAgICAgICAgIC0kS5GaZuBB5xzq0DLAW8jpbipXluHkchw4Jv5lq6qJ/Sj06DXqfD/J9SN3EQFTWTqe75LQ0zeuHrY2X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",
      "text/plain": [
       "<Figure size 1440x504 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "top_box = max_box.groupby('电影片名',as_index=False)['累计票房'].max().sort_values('累计票房').tail(30)\n",
    "plt.figure(figsize=(20,7))\n",
    "plt.title('2017-2019票房前30电影',fontsize=24)\n",
    "plt.bar(top_box['电影片名'],top_box['累计票房'],color='#33969d')\n",
    "plt.xticks(rotation=75,fontsize=17)\n",
    "plt.xlabel('影片名称',fontsize=20)\n",
    "plt.ylabel('最终票房/万元',fontsize=20)\n",
    "for i,j in zip(top_box['电影片名'],top_box['累计票房']):\n",
    "    plt.text(i,j,j,va='center',ha='center',fontsize=17,rotation=80,color='#44d62c')\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 4、排片场次对票房的影响"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>电影片名</th>\n",
       "      <th>场次</th>\n",
       "      <th>累计票房</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>222</th>\n",
       "      <td>哥斯拉2：怪兽之王</td>\n",
       "      <td>1790549</td>\n",
       "      <td>93400.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>263</th>\n",
       "      <td>大侦探皮卡丘</td>\n",
       "      <td>1895102</td>\n",
       "      <td>63900.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>206</th>\n",
       "      <td>后来的我们</td>\n",
       "      <td>1931378</td>\n",
       "      <td>136100.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>148</th>\n",
       "      <td>前任3：再见前任</td>\n",
       "      <td>1934889</td>\n",
       "      <td>194100.000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>493</th>\n",
       "      <td>无名之辈</td>\n",
       "      <td>1937176</td>\n",
       "      <td>79400.000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "          电影片名       场次       累计票房\n",
       "222  哥斯拉2：怪兽之王  1790549  93400.000\n",
       "263     大侦探皮卡丘  1895102  63900.000\n",
       "206      后来的我们  1931378 136100.000\n",
       "148   前任3：再见前任  1934889 194100.000\n",
       "493       无名之辈  1937176  79400.000"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "session = offline_intime[['电影片名','场次']]\n",
    "session = session.groupby('电影片名',as_index=False)['场次'].sum()\n",
    "session1 = pd.merge(session,max_box.groupby('电影片名',as_index=False)['累计票房'].max())\n",
    "session1 =session1.sort_values('场次')\n",
    "session_top = session1.sort_values('场次').tail(30)\n",
    "session_bottom = session1.sort_values('场次').head(15)\n",
    "session_top.head()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 30 entries, 222 to 224\n",
      "Data columns (total 3 columns):\n",
      " #   Column  Non-Null Count  Dtype  \n",
      "---  ------  --------------  -----  \n",
      " 0   电影片名    30 non-null     object \n",
      " 1   场次      30 non-null     int64  \n",
      " 2   累计票房    30 non-null     float64\n",
      "dtypes: float64(1), int64(1), object(1)\n",
      "memory usage: 960.0+ bytes\n"
     ]
    }
   ],
   "source": [
    "session_top.info()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1944x648 with 1 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "x=list(session_top['场次'])\n",
    "y=list(session_top['累计票房'])\n",
    "plt.figure(figsize=(27,9))\n",
    "plt.plot(x,y,c='#33969d',marker=\"*\",markersize=10)\n",
    "plt.xticks(range(1700000,5000000,200000))\n",
    "plt.xlabel('排片场次/十万场',fontsize=18)\n",
    "plt.title('排片场次前30及其票房',fontsize=23)\n",
    "plt.ylabel('累计票房/万元',fontsize=18)\n",
    "for i,j in zip(x,y):\n",
    "    plt.text(i,j,j,rotation=5,va='center',ha='center',color='blue',fontsize=15)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 5、票房与平均上座率关系"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 75,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 23183 entries, 0 to 25482\n",
      "Data columns (total 19 columns):\n",
      " #   Column    Non-Null Count  Dtype  \n",
      "---  ------    --------------  -----  \n",
      " 0   日期        23183 non-null  int64  \n",
      " 1   上座率       23183 non-null  object \n",
      " 2   场均人次      23183 non-null  int64  \n",
      " 3   综合票价      23183 non-null  float64\n",
      " 4   综合票房（万元）  23183 non-null  float64\n",
      " 5   综合票房占比    23183 non-null  object \n",
      " 6   电影片名      23183 non-null  object \n",
      " 7   大盘退票人次    23183 non-null  object \n",
      " 8   大盘退票率     23183 non-null  object \n",
      " 9   排座占比      23183 non-null  object \n",
      " 10  场次        23183 non-null  int64  \n",
      " 11  排片占比      23183 non-null  object \n",
      " 12  分帐票价      23183 non-null  float64\n",
      " 13  分帐票房（万元）  23183 non-null  float64\n",
      " 14  分账票房占比    23183 non-null  object \n",
      " 15  累计分账票房    23183 non-null  object \n",
      " 16  累计综合票房    23183 non-null  object \n",
      " 17  人次        23183 non-null  object \n",
      " 18  上映天数      23183 non-null  object \n",
      "dtypes: float64(4), int64(3), object(12)\n",
      "memory usage: 4.0+ MB\n"
     ]
    }
   ],
   "source": [
    "offline_intime.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 5.1、去除上座率为空的数据，合并总票房、电影片名、上座率"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "metadata": {},
   "outputs": [],
   "source": [
    "#剔除无上座率的数据\n",
    "no_attendance = offline_intime[offline_intime['上座率'].str.match('-')].index\n",
    "attendance = offline_intime.drop(no_attendance)\n",
    "#将上座率转为float，替换掉旧上座率\n",
    "attendance1 = attendance['上座率'].str.replace('%','')\n",
    "attendance1 =pd.DataFrame(attendance1,dtype=float)\n",
    "attendance = attendance.drop('上座率',axis=1)\n",
    "attendance['上座率/%'] = attendance1\n",
    "#按片名分组求上座率均值\n",
    "attendance = attendance.groupby('电影片名',as_index=False)['上座率/%'].mean()\n",
    "#将上attendence和max_box的分组合并为新表\n",
    "attendance = pd.merge(attendance,max_box.drop(no_attendance).drop('累计综合票房',axis=1).groupby('电影片名',as_index=False)['累计票房'].sum())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Int64Index: 996 entries, 0 to 995\n",
      "Data columns (total 3 columns):\n",
      " #   Column  Non-Null Count  Dtype  \n",
      "---  ------  --------------  -----  \n",
      " 0   电影片名    996 non-null    object \n",
      " 1   上座率/%   996 non-null    float64\n",
      " 2   累计票房    996 non-null    float64\n",
      "dtypes: float64(2), object(1)\n",
      "memory usage: 31.1+ KB\n"
     ]
    }
   ],
   "source": [
    "attendance.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 5.2、取票房前50的电影，绘制折线图表达上座率与票房间的关系"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1440x648 with 2 Axes>"
      ]
     },
     "metadata": {
      "needs_background": "light"
     },
     "output_type": "display_data"
    }
   ],
   "source": [
    "att_box = attendance[['上座率/%','累计票房','电影片名']].sort_values('累计票房').tail(50)\n",
    "ax = att_box.plot(x='电影片名',secondary_y=['上座率/%'], figsize=(20,9), fontsize = 13)\n",
    "ax.set_ylabel('累计票房/万元',fontsize=18)\n",
    "plt.title('票房前50电影的最高上座率与累计票房',fontsize=18)\n",
    "ax.right_ax.set_ylabel('上座率/%',fontsize=18)\n",
    "ax.set_xlabel('电影片名',fontsize=18)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "interpreter": {
   "hash": "ab3b2bc5bebddef6f9f114f8f7874e25922ccee8f7a61d3329d2b768a4e87fb1"
  },
  "kernelspec": {
   "display_name": "Python 3.7.9 64-bit (system)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.9"
  },
  "orig_nbformat": 4
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
